{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', 500)\n",
    "import sys, os\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "sys.path.insert(0, os.path.abspath(os.path.join(os.getcwd(), '..')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from derm7pt.dataset import Derm7PtDataset, Derm7PtDatasetGroupInfrequent\n",
    "from derm7pt.vis import plot_confusion\n",
    "from derm7pt.kerasutils import deep_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CHANGE THIS LINE TO YOUR DATA DIRECTORY.\n",
    "dir_release = '/local-scratch/jer/data/argenziano/release_v0'\n",
    "dir_meta = os.path.join(dir_release, 'meta')\n",
    "dir_images = os.path.join(dir_release, 'images')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "meta_df = pd.read_csv(os.path.join(dir_meta, 'meta.csv'))\n",
    "train_indexes = list(pd.read_csv(os.path.join(dir_meta, 'train_indexes.csv'))['indexes'])\n",
    "valid_indexes = list(pd.read_csv(os.path.join(dir_meta, 'valid_indexes.csv'))['indexes'])\n",
    "test_indexes = list(pd.read_csv(os.path.join(dir_meta, 'test_indexes.csv'))['indexes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The full dataset before any grouping of the labels.\n",
    "derm_data = Derm7PtDataset(dir_images=dir_images, \n",
    "                        metadata_df=meta_df.copy(), # Copy as is modified.\n",
    "                        train_indexes=train_indexes, valid_indexes=valid_indexes, \n",
    "                        test_indexes=test_indexes)\n",
    "\n",
    "# The dataset after grouping infrequent labels.\n",
    "derm_data_group = Derm7PtDatasetGroupInfrequent(dir_images=dir_images, \n",
    "                                             metadata_df=meta_df.copy(), # Copy as is modified.\n",
    "                                             train_indexes=train_indexes, \n",
    "                                             valid_indexes=valid_indexes, \n",
    "                                             test_indexes=test_indexes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of cases: 1011\n",
      "Number of cases to train: 413\n",
      "Number of cases to validate: 203\n",
      "Number of cases to test: 395\n"
     ]
    }
   ],
   "source": [
    "derm_data.dataset_stats()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>case_num</th>\n",
       "      <th>diagnosis</th>\n",
       "      <th>seven_point_score</th>\n",
       "      <th>pigment_network</th>\n",
       "      <th>streaks</th>\n",
       "      <th>pigmentation</th>\n",
       "      <th>regression_structures</th>\n",
       "      <th>dots_and_globules</th>\n",
       "      <th>blue_whitish_veil</th>\n",
       "      <th>vascular_structures</th>\n",
       "      <th>level_of_diagnostic_difficulty</th>\n",
       "      <th>elevation</th>\n",
       "      <th>location</th>\n",
       "      <th>sex</th>\n",
       "      <th>management</th>\n",
       "      <th>clinic</th>\n",
       "      <th>derm</th>\n",
       "      <th>case_id</th>\n",
       "      <th>notes</th>\n",
       "      <th>diagnosis_numeric</th>\n",
       "      <th>pigment_network_numeric</th>\n",
       "      <th>blue_whitish_veil_numeric</th>\n",
       "      <th>vascular_structures_numeric</th>\n",
       "      <th>pigmentation_numeric</th>\n",
       "      <th>streaks_numeric</th>\n",
       "      <th>dots_and_globules_numeric</th>\n",
       "      <th>regression_structures_numeric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>basal cell carcinoma</td>\n",
       "      <td>0</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>arborizing</td>\n",
       "      <td>medium</td>\n",
       "      <td>nodular</td>\n",
       "      <td>abdomen</td>\n",
       "      <td>female</td>\n",
       "      <td>excision</td>\n",
       "      <td>NEL/NEL025.JPG</td>\n",
       "      <td>NEL/Nel026.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>basal cell carcinoma</td>\n",
       "      <td>1</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>irregular</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>low</td>\n",
       "      <td>palpable</td>\n",
       "      <td>head neck</td>\n",
       "      <td>female</td>\n",
       "      <td>excision</td>\n",
       "      <td>NEL/NEL027.JPG</td>\n",
       "      <td>NEL/Nel028.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>basal cell carcinoma</td>\n",
       "      <td>1</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>irregular</td>\n",
       "      <td>absent</td>\n",
       "      <td>arborizing</td>\n",
       "      <td>medium</td>\n",
       "      <td>palpable</td>\n",
       "      <td>head neck</td>\n",
       "      <td>female</td>\n",
       "      <td>excision</td>\n",
       "      <td>NEL/Nel032.jpg</td>\n",
       "      <td>NEL/Nel033.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>basal cell carcinoma</td>\n",
       "      <td>4</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>blue areas</td>\n",
       "      <td>irregular</td>\n",
       "      <td>present</td>\n",
       "      <td>within regression</td>\n",
       "      <td>low</td>\n",
       "      <td>palpable</td>\n",
       "      <td>lower limbs</td>\n",
       "      <td>male</td>\n",
       "      <td>excision</td>\n",
       "      <td>NEL/NEL034.JPG</td>\n",
       "      <td>NEL/Nel035.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>basal cell carcinoma</td>\n",
       "      <td>1</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>diffuse irregular</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>absent</td>\n",
       "      <td>high</td>\n",
       "      <td>palpable</td>\n",
       "      <td>upper limbs</td>\n",
       "      <td>female</td>\n",
       "      <td>excision</td>\n",
       "      <td>NEL/NEL036.JPG</td>\n",
       "      <td>NEL/Nel037.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   case_num             diagnosis  seven_point_score pigment_network streaks  \\\n",
       "0         1  basal cell carcinoma                  0          absent  absent   \n",
       "1         2  basal cell carcinoma                  1          absent  absent   \n",
       "2         3  basal cell carcinoma                  1          absent  absent   \n",
       "3         4  basal cell carcinoma                  4          absent  absent   \n",
       "4         5  basal cell carcinoma                  1          absent  absent   \n",
       "\n",
       "        pigmentation regression_structures dots_and_globules  \\\n",
       "0             absent                absent            absent   \n",
       "1             absent                absent         irregular   \n",
       "2             absent                absent         irregular   \n",
       "3             absent            blue areas         irregular   \n",
       "4  diffuse irregular                absent            absent   \n",
       "\n",
       "  blue_whitish_veil vascular_structures level_of_diagnostic_difficulty  \\\n",
       "0            absent          arborizing                         medium   \n",
       "1            absent              absent                            low   \n",
       "2            absent          arborizing                         medium   \n",
       "3           present   within regression                            low   \n",
       "4            absent              absent                           high   \n",
       "\n",
       "  elevation     location     sex management          clinic            derm  \\\n",
       "0   nodular      abdomen  female   excision  NEL/NEL025.JPG  NEL/Nel026.jpg   \n",
       "1  palpable    head neck  female   excision  NEL/NEL027.JPG  NEL/Nel028.jpg   \n",
       "2  palpable    head neck  female   excision  NEL/Nel032.jpg  NEL/Nel033.jpg   \n",
       "3  palpable  lower limbs    male   excision  NEL/NEL034.JPG  NEL/Nel035.jpg   \n",
       "4  palpable  upper limbs  female   excision  NEL/NEL036.JPG  NEL/Nel037.jpg   \n",
       "\n",
       "  case_id notes  diagnosis_numeric  pigment_network_numeric  \\\n",
       "0     NaN   NaN                  0                        0   \n",
       "1     NaN   NaN                  0                        0   \n",
       "2     NaN   NaN                  0                        0   \n",
       "3     NaN   NaN                  0                        0   \n",
       "4     NaN   NaN                  0                        0   \n",
       "\n",
       "   blue_whitish_veil_numeric  vascular_structures_numeric  \\\n",
       "0                          0                            1   \n",
       "1                          0                            0   \n",
       "2                          0                            1   \n",
       "3                          1                            1   \n",
       "4                          0                            0   \n",
       "\n",
       "   pigmentation_numeric  streaks_numeric  dots_and_globules_numeric  \\\n",
       "0                     0                0                          0   \n",
       "1                     0                0                          2   \n",
       "2                     0                0                          2   \n",
       "3                     0                0                          2   \n",
       "4                     2                0                          0   \n",
       "\n",
       "   regression_structures_numeric  \n",
       "0                              0  \n",
       "1                              0  \n",
       "2                              0  \n",
       "3                              1  \n",
       "4                              0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Converted the meta-data to categorical (*_numeric) labels.\n",
    "derm_data_group.df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NEEIIIYQQQghRNTxXiUYomNuvcB7AqKgofHx8lH1//PEHYWFhxMfHo9FoyM7O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\nTCag9Muu7Oxs7OzscHJ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3411b3e358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of the labels before any grouping (most granular labels).\n",
    "derm_data.plot_tags_hist(figsize=(18,8), fontsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kCdOmTWPixIkEBgby559/mk2dTk1NZfz48TRv3pwvv/ySkydPMmHCBMaNG4eX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\num+v93YPoz/3OP+2Foa/5Yr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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3411a946a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of the labels after the grouping.\n",
    "# We group some clinicially labels as many granular labels occur very infrequently.\n",
    "derm_data_group.plot_tags_hist(figsize=(18,8), fontsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "case_num                                             4\n",
      "diagnosis                         basal cell carcinoma\n",
      "seven_point_score                                    4\n",
      "pigment_network                                 absent\n",
      "streaks                                         absent\n",
      "pigmentation                                    absent\n",
      "regression_structures                       blue areas\n",
      "dots_and_globules                            irregular\n",
      "blue_whitish_veil                              present\n",
      "vascular_structures                  within regression\n",
      "level_of_diagnostic_difficulty                     low\n",
      "elevation                                     palpable\n",
      "location                                   lower limbs\n",
      "sex                                               male\n",
      "management                                    excision\n",
      "clinic                                  NEL/NEL034.JPG\n",
      "derm                                    NEL/Nel035.jpg\n",
      "case_id                                            NaN\n",
      "notes                                              NaN\n",
      "diagnosis_numeric                                    0\n",
      "pigment_network_numeric                              0\n",
      "blue_whitish_veil_numeric                            1\n",
      "vascular_structures_numeric                          1\n",
      "pigmentation_numeric                                 0\n",
      "streaks_numeric                                      0\n",
      "dots_and_globules_numeric                            2\n",
      "regression_structures_numeric                        1\n",
      "Name: 3, dtype: object\n"
     ]
    },
    {
     "data": {
      "image/png": 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PVwAYaxgGR6UNkzhQK0jekGVi6G9IIdIZU+jdTY+cPN6NfPD+n/LTX/sP+ON/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\nPfbY4y7G3lDvsccee+yxx12M/w9n4xoxXgGHiAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f340be2fa58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show the derm and clinical image for a single case.\n",
    "row_index = 3\n",
    "derm = derm_data_group.derm_image(row_index=row_index)\n",
    "clinic = derm_data_group.clinic_image(row_index=row_index)\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(derm)\n",
    "plt.grid(False)\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(clinic)\n",
    "plt.grid(False)\n",
    "# Show the corresponding info.\n",
    "print(derm_data_group.df.iloc[row_index])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Example using Deep Features and a Linear Model</h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['PN', 'STR', 'DaG', 'DIAG', 'RS', 'VS', 'BWV', 'PIG'])\n"
     ]
    }
   ],
   "source": [
    "# Get the dermatology and clinic training images and corresponding labels.\n",
    "train_derm_paths = derm_data_group.get_img_paths(data_type='train', img_type='derm')\n",
    "train_clinic_paths = derm_data_group.get_img_paths(data_type='train', img_type='clinic')\n",
    "train_labels = derm_data_group.get_labels(data_type='train', one_hot=False)\n",
    "\n",
    "# The 8 abbreviations that indicate the different types of categories \n",
    "# i.e., 1 diagnosis + 7 critiera.\n",
    "print(train_labels.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the dermatology and clinic test images and corresponding labels.\n",
    "test_derm_paths = derm_data_group.get_img_paths(data_type='test', img_type='derm')\n",
    "test_clinic_paths = derm_data_group.get_img_paths(data_type='test', img_type='clinic')\n",
    "test_labels = derm_data_group.get_labels(data_type='test', one_hot=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "203\n"
     ]
    }
   ],
   "source": [
    "# Note, you can get images for validation by:\n",
    "valid_derm_paths = derm_data_group.get_img_paths(data_type='valid', img_type='derm')\n",
    "print(len(valid_derm_paths))\n",
    "# We don't use them within this demo, but they could/should be used when choosing hyper-parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Choose a pretrained model to extract features from.\n",
    "# Can use any model. Just have to make sure the input_shape is appropriate.\n",
    "from keras.applications.mobilenet import MobileNet, preprocess_input\n",
    "input_shape = (224, 224, 3)\n",
    "model = MobileNet(include_top=False, input_shape=input_shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply cropping around the boundary of the images to get rid of the black boundary.\n",
    "crop_amount= 25"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Extract features from dermatology images</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract features from training images (might take a few minutes... ideally you have a GPU.)\n",
    "train_derm_f = deep_features(img_paths=train_derm_paths, model=model, \n",
    "                             func_preprocess_input=preprocess_input, \n",
    "                             target_size=input_shape, crop_amount=crop_amount)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract features from testing images (might take a few minutes)\n",
    "test_derm_f = deep_features(img_paths=test_derm_paths, model=model, \n",
    "                            func_preprocess_input=preprocess_input, \n",
    "                            target_size=input_shape, crop_amount=crop_amount)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(413, 1024)\n",
      "(395, 1024)\n"
     ]
    }
   ],
   "source": [
    "# Number_of_images x number_of_features \n",
    "print(train_derm_f.shape) # 413 images. \n",
    "print(test_derm_f.shape) # 395 images."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Extract features from clinical images</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(413, 1024)\n",
      "(395, 1024)\n"
     ]
    }
   ],
   "source": [
    "# May take a bit of time.\n",
    "train_clinic_f = deep_features(img_paths=train_clinic_paths, model=model, \n",
    "                               func_preprocess_input=preprocess_input, \n",
    "                               target_size=input_shape, crop_amount=crop_amount)\n",
    "\n",
    "test_clinic_f = deep_features(img_paths=test_clinic_paths, model=model, \n",
    "                              func_preprocess_input=preprocess_input, \n",
    "                              target_size=input_shape, crop_amount=crop_amount)\n",
    "print(train_clinic_f.shape)\n",
    "print(test_clinic_f.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Train a linear model on the images</h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select one of the categories.\n",
    "abbrev = 'DIAG'\n",
    "# These are the labels associated with the given abbreviation.\n",
    "label_names = derm_data_group.get_label_by_abbrev(abbrev).abbrevs.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GUlNTGTduXLNZBCIhIaE9WtIknia0GFHW0dEhLCwMU1NTBgwYgLyGzGoSEhKP\nHpIoaxE7OzuGDh2qbTMkJCSaES1pEk8TWpQoS0hISNyLXL/+Pi0JSZQlJCRaNJL7QkJCQqIZ0ZAL\nQ5RKJdu2bSM8PJycnBzMzMzo3r07Y8aMUVU6qovi4mK2bdvG/v37ycnJQV9fH0dHR/r3709oaKhG\ntkqiLCEh0aJpyORYS5cuZfv27XTt2pVhw4aRkZHB9u3bSU1N5aOPPqpzxbBSqeTzzz8nISGB0NBQ\nBg8eTElJCfv372f+/PlcvnyZCRMm1GuDJMoSEhItmlpKSd436enp7Nixg65du/Luu++q2u3s7Fi8\neDEHDhyosbJRFRcuXOD8+fMMGTKEyZMnq9oHDRrEm2++SXh4uEai/HBNW0pISDxyNNQy6/379yOE\nqBbh1a9fPxQKBdHR0XWeX1hYWQjZykq9Ko+enp4qN48mSCNlDQltZ6xtEzQm7PhmbZtwX5iPmaZt\nEzQmcMlybZtwX7Q0ex+Ehoq+SE5ORiaT4eXlpX59uRx3d3cuXLhQ5/leXl4YGxvz119/YWtrS5s2\nbSgpKWHv3r2kpKTw4osvamSHJMp1EBsbS1xcHFOnTtW2KRISErVwPy7l9957T/X/9xZHzs/Px8zM\nDH396ipvaWlJQkIC5eXlqgyV92JiYsL06dP5+eef+fbbb1XthoaGvPPOO3Tt2lUjGyVRroOgoCCC\ngoIA2BcyUsvW1E/vmI0AfLwoV8uWaMasFyvLcp17bYqWLakfv3m/AXDw8Se1bIlmdP9rHQBRXUZo\n2ZL66Xt00z86/34m+r788staj5WWltYquFUriEtKSmrtA2BgYECrVq0ICgrCx8eHgoICdu7cyQ8/\n/MD06dM1ytMj+ZQlJCRaNDIdzbb6kMvlquIZ91JaWgpQp1/40qVLfPjhhwQEBDBx4kS6du1KWFgY\n//3vf7GwsGDBggUolcp67ZBEWUJCokWjI5NptNWHlZUVN2/epKysrNqxa9euYWpqWucoecuWLZSV\nldG9e3e1doVCQadOncjJySE7O7uWs+96nnp7SEhISDRjlEKm0VYfnp6eCCGqTeiVlpZy8eJFPD3r\nrlV57dq1SntqGA1XVFTUeuxeJFGWkJBo0cj1Ndvqo0ePHshkMrZuVS9iHBERQUlJiVqMcmZmJhkZ\nGWr9nJ2dAdizZ49a++3bt4mNjcXY2BgHB4d67ZAm+iQkJFo0DbWgz9XVlUGDBrFjxw7mzJlDx44d\nVSv6/P391UT5k08+IScnhzVr1qjahg4dyr59+1i5ciWXLl1STfRFRERw7do1nn/+eY1qiEqifIfL\nly9TXl6Ou7s7QogWVWhRQuIJ1CGAAAAgAElEQVRRpiH/rU6ePBlbW1vCw8M5duwYpqamPPbYY4wd\nO7ZeQbW1teXzzz9n3bp1nD59mgMHDqhinJ999lmCg4M1skESZeD8+fPMmjWLUaNG4e7uLgmyhEQL\noqGWWUNlMY3hw4czfPjwOvv9+OOPNbY7ODjw2muv/SMbJFGmMrZQX19fFTSuVCo1+pkhISGhfYQG\nk3gtCUl5qHw7CiE4efKkal9CQqJloK+v2dZSeOTUp6aQFFdXV5ydnSktLeXWrVtasEpCQuJBkck0\n21oKj4Qol5eXc+jQIaDmUXBpaSnOzs5kZmaq/MlCiCa1UUJC4sHQkWm2tRQeelGuqKhg5syZfPvt\ntyxfvpzMzExAfcQsl8sxNjamsLCQxMREoGFndCUkJBqPh22k/NBO9J08eZLY2FjGjRvHlClT2L17\nN5s3byYpKYlp06apcp5WZX1q3749u3fvVq19b+iwuEuFt1iankji7evklRZTLgT2CkOCLe152tkL\na3n9pWb+KdHbv+Nq2kmuXDrJ9dw0zK1b8dYXx2rtn3QqnAO755N95Tylxbcxs3TEO2AQPQf9CxMz\nO7W+1/MuE73tW1LO7+PW9UwMjS1wdA2gx8B/4e7do8Ge4eL1G2xOSGZ/+hXSb9ykpKKCVmZmDPJy\n59kO/hjd4zxMvXaDrw/GEnslk7IKJX621rzWNZBuLk4NZtP98sv5s/yWeK7W47oyGdHDRzehRXWz\n8moSiYU3SLp9g6ulhdjLDVkV0L/+E5uIh20K6KET5by8PBYtWsTx48fp2bMnxcXF+Pj44OXlhVwu\nJyIigv/973+MHDmS4OBg1Vr2qsiLlJQUjVPs3Q85pcXklRXTy9oRW7khujIZKYU32ZJ5kcicy/wa\n2BdLuWZJsB+UiA2fYWhsiaNrAMWFN+rsGxe9jM3L3sbRrQMhg95AX2HElYvHORSxgHPHt/LqrL3I\nFZU5pm9ez2ThZ/1RKsvp3PtZrO1ac+t6FnHRy1j69Sie/tcyvAMGNsgzrD+XxMpT5+jr7sow79bo\n6ehwJOMqPxw+xs4Lqax6chgGdz7TSzdu8syfW9HTkTGlY3tM5fqsPZvIS5t38fOwgfRopR1h7uPo\njIuxSbX25Js3WJGcSIi9oxasqp1fMs5jpqtPGyNzCiqq54XQNposoW5JPFSi/Pvvv7N161bc3d15\n/fXXadu2LZaWlgDo6uoyceJEWrduzbJly/jhhx+YOnUqPXr0QE9PDwcHB3R1dbly5QqlpaWqVH0N\nRWcLWzpb2FZr72BmzeyEWLZnX+IZlzYNes97eeOzo1jZugPw4+xelJbcrrXvgV0/YmJuz5TpW9DX\nvzOK7/0sxma2RG/7luSze/HrOASA+IN/UFiQx7hXf8c3cLDqGu26jmLuh8HERS9vMFEe6OnOi50C\nMFX8/fmMa+eLm3kcC+JO8ufZRMYH+APw7cE4bpWWsvap4fjZWgMwwseLEas28Om+g2x9ZrRW3FRe\n5uZ4mZtXa/+/+MpfLcPc3JvYorpZ3j4Mpzsv4Cmn91CkrDmTmraQP1QqVocoHzhw4IEu2KNHw/1U\n1ZQDBw7wyy+/IJfLGTt2LD169MDOzq7apJ6hoSH9+/fH3NycFStW8NNPP5Gens6oUaNwcnLCxcWF\nGzduIJfLmyxW2UFhBEBBeeOPQKoEWRNKim5haGz5tyDfwdSicu2+/I7dVX3vPlaFiZkdMpmOWt9/\nSjs7mxrbB7fxYEHcSZLyrwNQWFZG1MV0ujg5qAQZwFiuz5P+3sw9cpxT2bkE2Fd/UWqDovJywjPS\nsTMwpJtd/fkRmpIqQW6uPFzj5DpE+fvvv7/vi8lksiYX5T179vDTTz9hbW3NrFmzMDc3r1YKPCUl\nBUdHRwwNDQHo0qUL9vb2LFu2jE2bNpGdnc2TTz6JlZUVCQkJ3Lx5EzMzs0axt0RZQVFFOaVKJWmF\nt/g57SwAwZb2jXK/B8WzbV/iD65m59r/0ClkAnKFMRkXj7Nvy9e4effAw7fX3339+xKz4we2rpjO\ngCdnV7ovbmSyd8sc5Apjug94pdHtzSyorI9mfeczTsy7RmlFBYEONfw6udN2uhmJcuSVy9wuL+ep\n1l7otqRZqWZAQ67oaw406MC/qcLICgoKyMjIwMfHh8DAQPz9/Tl37hy3b9/G3t5eNUl35coVFi9e\nzMmTJ/n0009p0+Zv94CrqyvTpk3j999/Z9++fRQVFZGXl4dCoSA9PZ22bds2iu1bs9L4PuWUat9B\nYcSHbTrRwdy6jrOansFjP6estIhDEQs5uPsnVXtgj6cZPuFrdHR0VW0eviEMeeb/iPrr/1j69d8V\nWqzsWvPC+zuwdfRuVFsrlEp+jj2Bno6MYd6tAci+XSnS9ibVR3l2xpVtWXeEvDmw5dJFZMCwVu7a\nNqXF0ZLC3TShVlG+t3hgc6GgoIDnn38eJycnZs6ciY2NDX379uX8+fMsW7aMWbNmUVJSwqpVq9i5\ncyc+Pj68++67uLm5qV1HqVRiYmLC888/j7u7O2vXrlVVo21MP2OIlSOuhiYUVVSQdPsG+/MzuVFe\n2mj3e1B0dPUwt3LBL3AI3h0GoS83JPlMFMf3r0RHR5cRz36r1t/YxBon9w609gvF2s6TvOxkDuz8\nkRVzn+G5d//C3Mq50Wz9IuYIJzJzeLNbZzwsK321xXeiaPRrcEEpdHXV+mibtIJbxOfnEWRji5Nx\n83YVNEceth8WtYryZ5991pR2aESVkA4YMIDdu3ezb98+Ro8eTa9evTh27BgHDx5k/vz5HD9+HD09\nPaZMmUK3bt1qdEVU+YsVCgVDhgzBxMSELVu2oKurq8qL2hjYKQyxU1T+xO5l7UiotSNT4/dRrKxg\ngkvjjig1RalUsvyHsSgrKnh+xlbVS6pt5xEYmliyf8dc2gaNxNM/FKiM1Ni6YjpTP4rE3tlPdR0v\n/74s+LQf4Rs+5Ynnf6rxXv+UHw4fY+Wpczzl781Lnf+uf1YVgVFWwwrOkjsJxw3qqCLRlGxJuwjA\ncDcP7RrSQhEPmVe5eXwrNeDuxR7PPvssMTEx7Nmzh8DAQFq3bk3//v1JSkpi7969DB06lCFDhmBh\nYaFWvqWm2OOqCb2QkBA6deqEiUllqFJ4eDjh4eFA3cUW/ymexua0MTZn49XUZiPKly4c4lLSIQY+\n+XG1v1fbzo+zf8dc0pIOqEQ5evv32Di0URNkAHsXf2wc2pCW+GCTxvUx78hxfo6NZ5RvG2b3UZ/L\nsDOunFzMKqgeYZJ9u7LN3qThJiAflHKlku2X0zCXywl10F7sdEtGX1dTt2nLEO/7FuXExEQiIiJI\nT0+npKSEL774gtjYWAA6d+5cZ2HB+6G4uJjIyEgcHBzo1KmTamRbXl6OXC7nmWee4ddffyUyMpLW\nrVvTrl07unTpwvbt25HL5djY/D1LXyW8VQJzd8hb1XV1dHRUggzVy483JiXKCm41QfSFpty6XrXq\nsaLaMWVFudp/K/tfxbKWyA6lslytb0Mx78hx5h89wUhfLz4J61nt5dHGyhK5ri4nMnOqnRt/p62t\nbc2RHE3J/qyr5JeUMKa1F3Jd3fpPkKjGw+a+uK95y3Xr1vHRRx+xZ88ekpOTuXz5MnK5nD/++IPv\nv/9eJc7/lKysLF5++WWWLl3KnDlzWLVqFZcuXao0+I6IDhw4EBcXF2JiYoiLi1Nr27p1K3l5eUDl\nMuuqcwoKCoiNjWX9+vWqelpNRV5pcY3tx67nkFp4E39Tyya1py6qJuZOHfmTinteFicO/gGAk3tH\ntf55mRdIT1H//NOTj5KXlazWtyGYf/QE84+eYISPJ5+GhdRYFNNYrk8f91YcvZLJ+dx8Vfvt0jLW\nnU3EzdyMAHvti/LmSxcBGO7qrlU7WjKP7DLr48ePs3bt2hqPderUie3btxMbG0vPnj3/sVGmpqYE\nBgZy8OBBLC0t2bx5M/v27eO5557D399fNaKdPHkyn376KZGRkfj5+eHk5ETfvn1ZtmwZy5cvZ9q0\naejq6lJSUkJaWhoRERHs2bOHgIAAdJt4VPJNcjz5pSV0tLDBQWFEqbKChILrROZmYKSrx6vu7Rrd\nhviDa7ienw5A4a08KipK2bv1awAsrFrRofsYABxatcOv0zDOHdvCws8HEBD8JPpyQy6ciSLx5E5c\nWgepLRLpM3w6q3+azLJvnyQodDJWdq3Jz07h6N7F6OrJ6TP83w32DCtPnWPekeM4mhjT3cWJLYkp\nasdtjAzo0apyTuCtbp05dPkKL27aybMd2mJyZ0Vf9u1Cfho2QOv5TXKKizicnYW/hSWeZtUXkzQX\nduWlk1VSBMCN8hLKhGDZlcocMfYKQwZat9KmechkD1fyMI1Fedu2bQAYGRnRuXNnoqOjVcdcXV0B\nSEtLaxCjjIyMGDx4MPHx8bRp0wZnZ2dOnTrF119/TUBAAFOmTMHe3p727dvTqVMnYmNj2b9/PwMG\nDCAsLIzjx49z4MAB+vfvT6tWrdixYwc7d+5EV1eX119/Xa3WVlPRz9aFXdnp7MpO50ZZKcgqw+GG\nO7jztLMX9g24wKI2ju1fUc2/G/VXpb/czbuHSpQBnnhhAYfCF3DqyJ9Ebfo/hFBibuVCyOBp9B7y\nllpInG/gYCa+tY4DO+dxfP9KiotuYmhkgZd/X3oPewfHVu0b7BlOZ+cCcLXgNu9HRFc73sXJQSXK\nbhZmrBg9lG8OxvLLsVOUKSvwt7VmwXDtLbG+m22X0qgQotlP8G3PSSe+IE+tbfGVBAA6mFhrXZRb\niq9YUzQW5eTkZACeeeYZWrVqpSbKVf7bhnQJeHl5ERoaSlRUFAEBAbz33nusXbuW8PBwPvjgA/r3\n78/48eN55ZVXePHFF4mMjKR9+/Y4ODgwYMAAUlJSmD9/PkZGRly+fJnHH3+ccePGNZh990uYjTNh\nNo0X1aEJz737l8Z99fTkhDz2OiGPva5R/9a+vWh914KSxuLzfr34vJ/m9/G0suDHoc0nec7dTPL2\nZZK3r7bNqJdvfZt+le79oKfxRF/LQGOfcnFxpU+0phLZVZnVSksbLt5WV1eXxx57DFNTU8LDwyko\nKGDSpEl8/PHHtG7dmk2bNvHOO++Qm5vL0KFDSUlJISoqCoBu3brh5+dHbm4uzs7O/Pzzz1oVZAkJ\nicZDRyY02loKGouy+Z0EKgkJCdWOnThxAgALC4sGMqsSe3t7hg4dSnJyMjExMRQXF9O6dWumT5/O\n1KlTKSoqYtasWeTl5aGjo8Px48c5ffo0AGPHjuV///sfb775psp2CQmJh4+HbaJPY1H29q6ckV+/\nfj0bN25Utf/888/s3LkTAB8fnwY1TiaTERISgre3N1FRUaSkVE7qKBQKwsLC+PTTTwkODubChQso\nlUrS0tJUESBubm4qX7eEhMTDyyMrykOGVKZprKio4Pjx46r2KpeBTCZj8ODBNZ77TzA1NWXEiBHk\n5uayf/9+bt68CVTGHltZWfHSSy/x+uuv4+rqysiRI5k8eXKD2yAhIdF8eWTLQfn4+DBx4sRaj0+Y\nMEEt4U9D0qFDB7p3786BAwc4d66yYkNVBWp9fX18fX354osvePrppxvl/hISEs0XITTbWgr3taJv\n2LBhtG3blqioKC5fvgyAs7Mzffv2pXXr1o1iIFTW0Bs6dCjx8fFER0fj5uaGg4ODWpypXjPJYyAh\nIdG0aL7MumVw30rm4eGBh0fTx1V6eHjQr18//vrrLzp16lRjFIiEhMSjxyO7eKSK1NRUDh48yNWr\nV4HKELnu3bs36kgZKt0VAwYMwMjIiN69ezfqvSQkJFoOLchdrBH3JcpLlixh+/bt1do3bdrEY489\nxnPPPddghtWEra0tI0eOrL+jhITEI0NLikHWBI0n+rZs2VKjIFexY8cOtmzZ0iBGSUhISGjKwxYS\np/FIeffu3ar/d3R0VMUtJyUlceXKFVWfYcOGNbCJEhISErXTkCNlpVLJtm3bCA8PJycnBzMzM7p3\n786YMWOq1f6sjYKCAtavX8/Ro0fJz8/HwMAAV1dXxowZg5+fX73nayzKubmViWBCQkJ47bXX1CIf\n5s6dS0xMjKqPhISERFPRkKPgpUuXsn37drp27cqwYcPIyMhg+/btpKam8tFHH9Vb4T4nJ4fZs2dT\nXFxMWFgYjo6OFBYWcunSJfLz8+s8twqNRdna2pqsrCx69epVLeVhr169iImJwcrKStPLSUhISDQI\nMhpmpJyens6OHTvo2rUr7777rqrdzs6OxYsXc+DAgXozTM6dOxelUsmcOXOwtHywHOka+5SrqnBU\nxSffTVVbaGjoAxkhISEh8aDIZEKjrT7279+PEIKhQ4eqtffr1w+FQqGWGbMmzp49y/nz5xkxYgSW\nlpaUl5dTUlJy389T60j5woULavu+vr64u7uzevVqioqKVHkuEhIS2LRpE87OzrRr1/iJ2rVF75iN\n9XdqJsx6UfsVNe4Hv3m/adsEjen+1zptm3Bf9D26SdsmNDr3VT6pDpKTk5HJZHh5eam1y+Vy3N3d\nq2nivVSln7CxseHLL7/kxIkTKJVKHB0deeKJJzQO5a1VlGfOnFnrSevWVf9iZmRkMHv2bP744w+N\nbtwSiI2NJS4ujqlTp2rbFAkJidq4D5/ye++9p/r/e+tw5ufnY2Zmhr6+frXzLC0tSUhIoLy8vNbV\nw1UBDwsWLMDR0ZF//etflJeXs2XLFubNm0dFRQV9+/at18YGXZssWtICcw0ICgoiKCgIgNixzT8f\nc9DqyhfirS2/aNkSzTAd9gIAJ5Ly6umpfQLbWANweupk7RqiIe0WLAEgpv8o7RqiASHhG/7R+boy\nZf2d7lBXZfrS0tJaBbeq0HJJSUmtfapyzhsaGjJr1ixVvy5duvD666+zatUqQkND650srFWUzczM\ntF7DTEJCQqI+GioDnFwuVwnrvVQV8FAoFLWeXzXC7tmzp5pwm5iY0LlzZ/bt28eVK1dwcXGp045a\nRXnRokV1nighISHRHGio6AsrKysuX75MWVlZNRfGtWvXMDU1rTPxmbV15a+pmop9VEVi3L59u147\nGspHLiEhIaEVGir6wtPTEyFEtQm90tJSLl68iKenZ53nV00Q5uVVd8dVtWlSBemBRDkzM5Pk5GQu\nXLhQbZOQkJBoSmQIjbb66NGjBzKZjK1bt6q1R0REUFJSohajnJmZSUZGhlq/Ll26YGhoSHR0tJob\n5Nq1axw9ehRHR0eNslve10RfeHg4q1evVlX/uBeZTPZQRV9ISEi0ABpombWrqyuDBg1ix44dzJkz\nh44dO6pW9Pn7+6uJ8ieffEJOTg5r1qxRtZmYmDBx4kQWLlzIzJkz6du3L+Xl5ezatYvy8nKmTJmi\nkR0ai/KxY8fq9TM/bNEXEhISzR+9Bsx9MXnyZGxtbQkPD+fYsWOYmpry2GOPMXbs2HqjJqAyzM7U\n1JRNmzaxevVqZDIZ3t7evPHGG/j6+mpkg8aiXFUcVUdHB6WyMgTF0NCQoqIiAIyNjaXqHxISEk1O\nQ030QaW+DR8+nOHDh9fZ78cff6z1WHBwMMHBwQ9ug6YdqypJP/vss6q2999/n++++w4nJydsbW35\n5ptvHtgQCQkJiQehoSb6mgsai3JBQQGAWoydEAJHR0eeeuopLl68yPLlyxvewkai6nkkJCRaNg01\n0ddc0FiUq1a06OnpqWL4srOzVW0AcXFxDW1fg1NaWsr8+fP57LPPNIoZlJCQaObIhGZbC0FjJ7CJ\niQnFxcUUFxdjbW1NZmYmq1at4urVqxw4cACAsrKyRjO0oaioqEAul5OSksLRo0fp06ePtk2SkJD4\nB+ii+TLrloDGI2VnZ2cAbty4ocoGl5+fz/r168nMzASoN7haW+zYsYN169ZRVFSEoaEhYWFhuLu7\ns2HDBikxv4REC+eR9Sl36NABNzc3iouLGTlyJCYmJmrHDQwMmDhxYoMb+E84deoUb731FosXL0Yu\nl6tC9jw8PAgNDSUzM5Pw8HBVNImEhETL42HzKWvsvhg6dKha8uevvvqKiIgIcnNzsbOzo2/fvqq1\n39omNzeXRYsWceLECYKCgnjuuefw8vLCyMgIIQQymYxOnToRHx/Pzp07CQ4OxsPDo9Ht6rJmdY3t\nhnp67Bv9RKPfvyaSMjJZHXWYyBNnSL2aQ0lZGR4OtozsGcSrj/fH2EA9AcuGmFh+/Cuc06np6OjI\naO/RirefGsKgoPZNZnNH75rzRRsaGXPgRFq9/ar411sf8MIrbzeobZpSWFbGitPn2HYhlSsFBch1\ndHGzMONJX28e9/ZsNsnALhUWsOtqOkfzs8kouk2pUomzoRF97Zx5ytUTQ13th8G2JMHVhAf+i1pb\nWzNmzJiGtKVB+OOPP9iwYQPu7u689tprtG/fXi1BSNWX3cHBgd69e3P+/Hk2b97Myy+/rJrMBFTi\n3dB0tLFlpGdrtTY9mfZSkCzfvZ9F26IY3LUDY0KD0dfTJfpkAp8s38iGmFgi5ryPoaLy7/Ltuu3M\nWrqeDq1d+XDC4wCsjjrMmP/OZeHbUxjbp1uT2d0xqBtPjH1WrU1PTz2JzKf/m1/juQvm/o/0S6n0\n7juo0eyrC6UQvLI9nBNZOYxo48kz7fwoLi9n+4VUPtq7n5TrN3g7uLNWbLuXbVfSWH85lRAbBwY4\nuKAn0+H4tVwWpZwjMjuDBUGhKHR1tWrjIyPKN27ceKALapJwo7FYuHAhERERBAcH8/LLL6Onp6cm\ntFBZXcDNzQ09PT3at29Pjx49iIyMpGfPnnTuXPkP4W5Bzs/Px8rKihIhUDSASDuZGDPEzf0fX6eh\neLxnZ95+ajDmxkaqtucH96G1kx1z1mzj990xTB0WRva1m3y2YhP+bs5Efv0++ncibqYOC6PXm5/y\n7wWrGNy1A2ZGhk1it0srd4Y+XvegoKbjWZlX+M+M1/BvF4i3b9vGMq9OTmbncCwzmwnt/JjRo6uq\nfZy/D8PXbGTduYRmI8p97JyY4O6NyV0vvJEuHrgkG/P7xUS2XEnjiVat67hC49OS/MWaUKsov/TS\nS/d9MW3kvrh8+TJKpRJXV1eCg4M5fvw4qampGBkZqfU7duwYCxcuxNDQkI8//hgzMzPMzMzo2bMn\nJ0+eZOPGjbRp00aVR7qwsJDz58+ze/duZsyYwUXAp4FsLquooEypxKiGCgdNTac27jW2P9GrC3PW\nbONcWmXSlcPnL1BaXn5nNP3310ZfT4+nQrvy8e8b2HroBE+HdW8KswEoKy2lrKwUI2OT+jvf4a8/\nV6JUKhk1ZkIjWlY3t0sro5TsjNW/o/q6ulgaKCirqNCGWTXia1Zz8c8we2d+v5hI6u2a8+A0JToP\nWfRFi6w8IoSgrKyMH3/8kUOHDtGpUydmzJhBhw4d6N69O1u3bmXdunU8+eSTpKens2zZMuLj4wkJ\nCWHw4MGYmJioRsPe3t6Ehoby559/cuTIEfr06UNqair79+9nz549qmfyaSBXRuTly+xIS6NCCCwV\nCga0asUr7dpjcs+IXttk5F4DwNbCDICSsnIAlSvjbqrajiakNJkoh+/czLZNa6moqMDSyoaBQ0by\nr7c+wNTUrNZzhBBs+nMVhkbGPDZMOz58gHZ2NpjK5SyOP42TqQkBdjYUlVewKfECZ3Pz+Sik6dxA\nD0rOnSxolvLak743Fc3D+95waN9L/wDIZDIKCgo4dOgQAGlpaezfv5+ePXvSv39/4uPj+euvv8jO\nziY6OprWrVszY8YM/P39MTAwUF1HCIFcLqdr167Ex8ezfv16srOzOXToEFlZWQwaNEhtWfk/pa2V\nFf1cWtHK1ITbZWXsv3qVNRcucCwnh1/D+jWLkTNARYWSr1ZvRU9XlzGhlWv4/VydANh38jyvjOin\n1j/6ZALwt5A3Nu0COjFg8AhaubamoOAWMXt3s3r5Lxw7eoAlf2yrdeR85GA0GZfTGDH6aUxMTJvE\n1powVyiYOyiM2fsO8G74XlW7sb4+3wzoQz93V63ZpgkVQrD0YgK6MhkD7OuuotEUyB6VkXJzXzJd\nWlqKj48PFRUVpKSkEBkZSWBgIE5OTvTt25e1a9dy4MABXn311WqTfVWj5Cq/sbu7O3369OGXX37h\nr7/+IiAggA8++ECj3Kf3w5L+A9T2h7p70Mb8LPNPn+KPpCSm+Ps36P0elBm//MGR88nMenYUbVwq\n/wZt3V3oG+jP1sMn+GjxOib07wnAioj97I47DUBRSWmT2Lds3S61/eGjxuLt05Z5337Gyt8X1hpR\nsWHtMgBGPjm+0W2sDyN9PbwsLejj1opAe1tulJTyx5nzvBexj+8HhdHDxUnbJtbKD4knOX0jn5c8\n/XE11t7LrYqHbaKv1ml/fX39B9oag6o44rvjie3s7Lh16xYBAQEEBwdz+vRpoqKiAOjbty9eXl6U\nlZVhZWWFhYWF6ty7J/GUSqWq9pa/vz/Dhw/ngw8+YObMmZw+fZr33ntPrfptYzDR1xd9HR1irl5p\n1PtoyifLN7JwSxTPDerNO08NUTu2ZMZLjOjeiR827KLLq/+hy6v/YUN0LF+//AwApkYGNV2ySXj2\nhdfQ15cTvWd3jcdvXL9G1O5teLRuQ8cg7boHEvOvMfGv7XR3ceKdbkH083BjtG8blj4+GGsjQz7e\nd4CKZho7/0vyWdZfTmWEkzsT3b21bQ7w8C0eadbui+LiYrZu3Yq+vj4jRoxQ5TOtqKhAV1cXT09P\nzp49y3vvvUdcXByRkZF06tQJJycnBgwYQEJCAitXruSzzz5TnVslyLm5uZw8eZKbN28ycuRInJ2d\nmTDh78mfe8uPNxZ6OjrYGhpyo6Sk0e9VH5+v3MT/Vm9lQv+efPev6hNhlibGLP/gFbKv3eTClUyM\nDQxo7+HC7mNnAPB2adhfFveDvr4+tvYOXL9Wc2XsbZvWUVpawsintD9KXnbyLCUVFQxs7abWbqin\nR29XF1adOc+VggJamdJX7zgAACAASURBVNXuH9cGv6WcY+nFRIY4uvKubwdtm6NCJprnC+xBabY1\n+rKysnj55ZdZs2YNK1asYN26daowPR0dHYQQ2NnZkZWVha6uLqNGjSIjI4PduytHSt26daNbt25c\nuHCByMhIoHKUXFBQQGxsLD/++CMLFiygsLAQpVKptQT9JRUVZBUWYmWgvVEmVAryl6s280xYd+a9\n/mydMdp2lmb0aOtNB09XdHR02BV7CoCBnZtuAcm9lJQUk515BWtruxqPb1y3Aj19fYaNHNvEllUn\nu7AQqPTN3kvVCLlc2bxGdr+lnGNxagKPObZihl/HZrO4BUBHKDXaWgrNVpRNTU3p0KEDMpkMX19f\nNm7cyG+//UZOTo7KH2xra0tBQQEFBQWMHDkSGxsbYmJiOHOmcuQ2cOBALC0tWb16NQUFBVy8eJGl\nS5cyZ84cSktL+fLLL3nmmWfQ0dFp9C/Z9VpGwj+fPkWFEPRy0p4P8ctVm/ly1WbG9e3G/GmTNaqw\nUMWxpIv8viuakHbedG/bphGtrOT6tfwa2+d/9wXl5eX0DhtY7diZU8dJPH+a3n0HYWVt29gm1ktr\ni8pY/r8SktXab5aUEpWWjplCjquZ9n21VSxOOc/i1AQGObTifb9O6DQjQYZHeJl1U2NkZMSQIUM4\nceIETk5OtG7dmpMnT/LFF1/w6quv4uXlhY+PD0qlkvPnz9OjRw/GjRvHvHnz2L17N/7+/qpwt40b\nN/L555+Tl5eHUqnktddeU6u31RT8dvYsp/Pz6Gxrh4OREYXl5RzIvEpsdjbtrKwY49X4glYTC7dG\n8fnKTbSytaJPoB9r9h5RO25nYUZYx8oJyE+WbyT5SjZB3u6YGRlyIvkSK8IP4GhtycK3n28Se3/5\n6WtOnoijS3AIDk7OFBXeJmZvOEcPxdC+Q2fGTXyx2jkb160AYNRT2otNvpuJ7f3ZnJTCd0fiSMq/\nRkcHO26UlPDn+SRyCouY2TMY3ft4MTYm69NT+C31PPYGhgRZ2bI787LacSu5gi61/DppKh4290Wz\nFWWoLNndt29foqKimDhxIqGhoXz77bd89913jB07Fl9fX6ytrVVVZXv16kVkZCSHDx8mOjqa3r17\n069fP2JiYkhLS2PEiBGMHaudn6+d7exIvXmTrWkXuVFSgo5MRitTU15t155nfHy0tlT1WGIqAOk5\n+bz87eJqx0PaeatEOdDTlb3x54k8foaiklJcbK2YOrwvbz85BAsTo2rnNgadu/Yk5UIimzf8wY3r\n19DR1cXVrTWvvTWTCVNeQaFQdwMVFxexY8t6HByd6dErrElsrA8nUxNWjRrCz3EnOXTlKjuSU1Ho\n6eFjbcm73YLo7+FW/0WaiHO3KsMcs4qL+OzssWrHAy2stS/KLWgUrAky0cyrnWZmZvLJJ59gYWHB\nv//9b4qKili1ahVxcXGMHz+e/2fvzeOivM7+//fMsCP7KjsMbqCIioAKiuCKSzSpmhjTxqZJmiZN\n0yZtkm+aNia/50mep1u6mCYx1iQmqVs0EVGIuLKJsrqCIiCb7MgiywAzvz/o3I9E1FEHmdHzfr3m\nFTn3Mp85gc+c+zrXuc727duZO3cuq1f3ZwBcvHiRN954g7Fjx/LSSy9hb2/PyZMnCQgIuK6y3e2Q\nvepRfX2kISNsa/9qyrY9nwyzEt2wWfwTAPIvDD45Z0iEjuovtnX62SeHV4iOjP/oUwDS5iwfXiE6\nEJWy666urzx/SqfzvEYP35zH7XBHz0gNDQ3k5eWRmZmpbz3X4ebmxqJFiyguLubAgQO4urryi1/8\ngujoaBISEujo6KC0tFQ6X6lUMmPGDM6dO8fJkycBCAkJuStDFggEhotco9HpZSzcVviiqamJf/7z\nn5LZyWQypkyZwhtvvEFfXx+/+MUv8PXV76OXTCYjOjqazMxMDh8+zLhx4wgKCuKZZ55h//79nDt3\njpCQEHp6elAoFMjlctauXcvUqVOJjDT85aoCgeDuuN9iyre1ceqbb74pGTL83zJlZ2dnqqqqOH78\n+E3ucOfY2NiwdOlSGhoayMjIoKWlBblczpw5c/jJT35CbGwspqamUqrciBEjhCELBA8I91v2hc6m\n/M0330hbJ30/fSzoP8uDrzVsfaMtNpSens65c+cAUCgUUlhCGxo3pPxJgUAw9Mg0ap1exoLOpnzi\nxAkAwsLC+O1vfzvgmItLf+7nUO53Z2ZmxqJFi5DL5aSlpUn7AmoRZiwQPKBoNLq9jASdTVlruPPm\nzcPEZGAoWjtabW0d2tqq/v7+xMXFceLECc6ePTuk7yUQCIwDmaZPp5exoPNEn4mJCb29vXR2dmJu\nPrCGal1dHcB1u3zoG7lczty5c7GysmLmzJlD+l4CgcA4kBnRKFgXdB4pe/xnGfDu3bsHjIgbGhpI\nSEgYcM5Q4uLiwrJly64brQsEggcTGWqdXsaCzqY8depUoH9xxp/+9Cep/YUXXqC6ur/sZEREhJ7l\nCQQCwc2RaTQ6vYwFnU05Pj5+0JGwNuvBw8ODBQsW6E+ZQCAQ6MJ9NtGncwzAwsKCt956i48++oic\nnJwBx6ZMmcIzzzwz5DFlgUAg+D76THdTq9Xs3buXlJQU6uvrsbW1Zdq0aaxcuXLAVnK60N3dzcsv\nv0xdXR3z58/nqad0K9p1W4FZOzs7fvOb39Da2ioVAfL09MTWwIpxCwSCBweZWn+ZFZ999hn79u0j\nPDycxYsXU1VVxb59+ygtLeXNN9+8rbK2W7duvaOMtDuaLbO1tRVGLBAIDAJ9jZQrKipISkoiPDyc\nV155RWp3dXVl06ZNZGRk6Fzyt6SkhL1797JmzRo+//zz29Khsyl/++23Op330EMP3ZYAgUAguBv0\ntYQ6PT0djUbDokWLBrTHxcXx1VdfkZqaqpMpq9VqPvroI0JDQwkPDx86U/7qq690Ou9+NWVtWUxj\nQFsS01jQlsU0BrQlMY2Fuy2LaRToaaR88eJFZDIZgYGBA9rNzMzw8/OjuLhYp/vs2bOH6upqXn75\n5TvSIZJ9b0J2djY5OTk8++yzwy1FIBDcgNtJd7t2d/rvb47c1NSEra0tpqam113n4OBAUVERvb29\nN10jUVdXx/bt23nkkUdwdXWVFtbdDjqb8rRp065ra2tr4/z586hUKtzd3fH3979tAYZMWFgYYWFh\nAJx/yfBHn6Pf7y9u33IieZiV6Ibd1PmAcfVtc/7h4RWiIw6hMQCkL3h4eIXowIyknXd3g9uY6Hvv\nvfdueEylUt3QcLWZZd3d3Tc15Q0bNuDq6srixYt11vR9dDbll156adD21tZW1q1bR11d3Q3PEQgE\ngqFCX6v1zMzM6OrqGvSYSqUCuK7ExLUcPXqUkydPsm7durtacXzXuzPa2toyd+5cVCoVW7YYT9xV\nIBDcJ+hp8YijoyOtra309PRcd6y5uRkbG5sbmm1PTw+ff/45kyZNwt7enpqaGmpqaqRCbh0dHdTU\n1HD16tVb6tBLTLmsrAyAwsJCfdxOIBAIdEZfKXFKpZKCggKKi4sZN26c1K5SqSgrKxvQ9n1UKhWt\nra3k5uaSm3v9BrOpqamkpqayZs0ali5delMdOpvyu+++e11bX18fjY2NUu0LUdNYIBDcc/S0hHr6\n9Ons2rWLxMTEAQZ84MABuru7B6TD1dTU0NfXh6enJ9Af1vjVr3513T1bW1v55JNPCA0NJTY2Fh8f\nn1vq0NmU8/Pzb3lOSEiIrrczKFQqFb29vZiamg468yoQCAwXfY2UfXx8mD9/PklJSfzxj39k0qRJ\n0oq+oKCgAab8zjvvUF9fz7Zt24D+0saDbUGnzb5wc3PTeYs6vaXEjR07lrVr1+rrdveMPXv2cOrU\nKZqamrCwsGDt2rUEBAQMtyyBQKArffpbZv3kk0/i4uJCSkoKubm52NjYsGDBAlatWnVbS6zvBp1N\n+Sc/uT5tSSaTYW1tzciRI/Hz89OnriEnOzubjRs30tvbS3BwMIGBgQQEBNDe3j7c0gQCwe2gxwpw\ncrmcJUuWsGTJkpuet379ep3u5+rqKo2mdUUnU+7r6yM4OBjo3/rJWOteaDQaNBoNBw8eZPv27Ywb\nN4558+bh7e2NjY3NcMsTCAR3gDHVStYFnUxZo9Hwy1/+EoCnn356wCoYY0Imk9HY2MiePXvw8PBg\n5cqVA2pEq9Vq5HI5Go1GTFoKBMaCEe1UrQs6BUlMTEykzVFdXV2HVNBQs3fvXurq6lizZo1kyNpC\n/dqYkTBkgcCI0Kh1exkJOkeuJ06cCEBpaemQidE3vb290r/7+vro7e2lqKgIBwcHKZVFjIoFAuPm\nftsOSueJvjVr1nD+/Hl27NiBjY0NERERWFtbD6W2O6ahoYGMjAx6enqIjIzE09MThUIB9Juzqakp\nHR0dWFhYCEMWCIydvt5bn2NE6GzKL774Imq1mr6+Pj766CM++ugjTExMBpiaTCZj8+bNQyJUF3p7\ne9m8eTOZmZlYWlrS2dmJUqnEzc0NExMTurq6cHNzIy8vj+7ubuDmI2WNRkNLSwv29vZDorezp5fF\nX+yksrWNx0PG8bvZ04fkfW7Fnz/dQkFhMfmFxVyqrsF7pCunvh28Buxz6/7IvxNTBj322btv8FBc\n9FBK1RlD6du/bPySgsILFJw7z6Wqy3iPdKNg783LEWzd8x2bduzmbHEpGrUabw93ls+bza+f+eE9\nUj2QzSVFFLVeoaj1Cpc7O3C3sGLHrPnDomVQjGgUrAs6m/Jg68GvDQ8MN2fOnOHTTz+lo6ODOXPm\nMHbsWAIDA7GyspLOsbCwwNPTk2PHjpGSksITTzxxU1MuKyvj4MGDOu+tdbv87VgOTZ2DF0C5l7z9\nwac42NowcWwgLTqmBH607tfXtU0OHqNvaXeMofTtO//4BAc7W0LGjqKl7dZ9+8Jb/8OWhO9YEhfN\nyvi5yOUyLlXVUHG59h6oHZyPLpzF1tSU0bb2tA/iA8POg2rKhkx3dze7d+8G4Kc//SljxoyRSu1p\n65/29fWhUCiIjo4mOTmZPXv2MHv2bLy8vID/y7zQUldXx4cffiilyuk79nymroHP8s7w66ipvJd6\nXG/3vRPyd23Cz3MkANMefZb2zs5bXrNqYdxQy7pjDKlvcxO+xM+rf0J5+g/WcrXjxn27eVciX32b\nxD/feZ1Vi+fdK4m3ZGv0PDyt+kOVT6Sn0Nmrv8UaekFtPJN4uqCzKf/lL38ZSh13hNZICwoKyM/P\n57nnnmPChAkDztFWddLGlEeOHMmiRYvYunUrGzZs4KmnnsLHx0cy5N7eXqqrq0lKSqKnp0cqHqJP\nQ+5Tq3nzQBrRvl7MDfQbduPQGvLtoNFoaLvawQgry3u20kkXDK5vvTxufRL9/fn+pq+YOG6UZMja\n/h3ueQ+tIRssRpRZoQs3NeWzZ88C4O/vPyCfd7g5fPgwMTExkhlUVlYC19c6bWxspKenh8LCQuzt\n7XF3d8fd3Z2FCxdSV1fH4cOH+ctf/sKcOXOYOHEiDQ0NVFdXc/jwYerr61m9evWQ1PP4NO8MJU0t\n/G2R4Y42b4VP7CO0Xe3AzNSU6ZPG89uf/oiw8WOHW5bR9u2FsgpKK6p5etVy/vDx53z41dc0t7Ri\nM8KaR+bH8vavnmOEleVwyzRM9LjM2hC4qSmvW7cOmUzGunXrGDPGMOKFGzZsICUlBblczsyZMwEY\nP348W7duJSkpCTc3N9rb28nNzaW0tJSSkhJpRwEnJyd+/vOfM2rUKFatWoWPjw/bt2+XNja0sbFB\nJpMxZswYXnvtNRwdHfWuv6Kljb8fy+VnEaF42dpQ2dqm9/cYStycHPnZY8sJHTcKKwsLTl8o4Z9b\nvmHhM6+w/f23iQmfPGzajLlvi8vKAdj13SFUPT28/PQT+Hq4k5x6jE+/TqD4UgXffvznYR81GyT3\nV0j51uELjQEE0SsrK1Gr1fj4+BAREUF2djY7duwgKioKuVzO6NGjmT17NocOHeL111+XrnNzcyMu\nLg4zMzOam5s5evQoH3/8Me+99x4ODg7Ex8czffp0aUsrmUyGj48P3t7eQ/ZZ3jqYjredDWsnTbj1\nyQbIWy/8eMDPi2Oms2L+bKLX/Ixf/c8/yP36X8OkzLj7tv0/seaG5ivs/OcfiYmcAsDSObNAo+Hf\nCcmkpB9nblTEcMo0TB6k8MVwotFo6OnpYf369Rw7dozJkyfz6quvEhISwowZM0hMTGTHjh2sXLkS\n6C+YFBwczOXLl9FoNPj7+zN16lQ0Go0U5tCOoPPy8ggLC0OtVmNvb094ePg9+UzfFhaTXl7FFz9Y\nhKnCcOKwd4vSx5Nlc2by1Z79FF+qJNDX655rMPa+tTDvn5ge6eosGbKWR5fM598JyaTn5AtTHgwD\nGDjqE51MeTgemWQyGe3t7Rw7dgyAS5cukZ6ezowZM5gzZw4FBQUkJCQQFxeHk5OTlFnxfTQajTQh\nGBoaSm5urpTed+0E1fezK1JSUkhJ6c/Hvdlmi7qi6u3jvaNZzPLzxsXaiktXWgGobe/fHqZNpeLS\nlVYcLM2xvck+YIaKz0g3ABpbWgm8xbn65n7oWw83F6A/PPR93JydALhiROGYe8qDmH3xpz/9Safi\n7zKZjL///e93LUqLSqVizJgx9PX1UVJSwsGDBwkNDcXDw4PY2Fg+//xzvvzyS1588UXpGq0B9/X1\nIZPJJOOtq6sjNTUVR0dHlErloNqv5fvbj98tXX29NHV2cbisgsNlFdcd3114kd2FF/lNVDhPTTG+\nx++SiioAXB2HZqHNzbgf+jYoMAALczMu1zdcd6y6th4AF0eHey3LOHgQwxdXrlwZah2SmV6bL+zq\n6kpbWxuRkZG4uLiQmZnJoUOHWLx4MbNnzyY3N5f09HTmzp3LuHHjBlyrTYFTqVRUVlayf/9+Ll++\nzPLly3FxcRnyz/N9LE1M+Wt87HXtTZ1drDuUQbSvFz8IHs0YZ/1PLuqLq51dKORy6VFbS0FRMd8c\nSGOMvw/+OqaA6ZP7oW+tLC1YEjeT7XtT2HMwlcWx//fU96/t3wIwZ4YIXQzKg7rMeqjo6uoiMTER\nU1NTli5dKpmqdrGHUqnk7NmzvPbaa+Tk5HDw4EEmT56Mh4cHc+fO5fz582zevJn//u//lspudnV1\nUV9fT3l5OeXl5Rw/fpzm5mYef/xx5s0bnqR8U4WcBaP8r2vXZgj42NkMevxesGVvChWX+7etabjS\ngqqnlz9s/AoA75GuPBrf/8RwsaKKFb/4LYtmTSfA2wNrSwtOXyjli4RkFHI577/+4g3fYygx5L7d\nuuc7aTVeY3MLqp4e/rihvxSB90i3AYtE3nzhJxzJyuGZ//f/8fSjy/HxcGd/WhbfpR7j0cXziAgd\nPyyfIam6nJrODgCuqFT0qNV8erF/k2R3SysWeNx637mh5D4LKetmyjExMTg7O+v9zWtra3n11Vfp\n/M8KMpVKxdy5c7Gzs5MM1tXVldOnT6NQKFi+fDlbt25l//79/OhHPyIyMpLs7GxSU1M5ePAgsbGx\naDQampqa+PWvf42trS0jRowgJCSExx57DEtLkec5GJt3J5Oee2pA23991J8mOGPyBMmU3RwdmBU+\nidScArYnH6Kzqxt3Z0eWz5nFr55cxWi/octaMVa++GYv6TkFA9r++4P+DJUZUyYOMGWvkW589/kH\n/H//+ISvvk2itf0qft4evP3L5/jZmh/cU93XsqfyEvnNA8MqnxSfAyDUwXnYTfmBDF/ExsYOSZ6y\njY0NEydOJCsrizFjxvDNN99QUVHBmjVrpBCDi4sL7e3ttLe3s2zZMg4cOEBaWhphYWEEBwczb948\nTp8+zdatW4mKisLMzAxPT09effVVNBoNfn5+ODk56V27vvCytaHoF0NTW0NXEj/8g07nuTk78vG6\n3wyxGv1hCH2b8Mn7t3W+j4c7H//3b4dIzZ3xj3DDKDJ1Q9T311B5WHOHrKysiI+Px9zcXApHVFZW\n8u6771JcXAzAmDFjUKvVFBYWIpfLefTRR2ltbWX//v1oNBpGjx7NrFmzuHLlCv/+97+le0+ePJkp\nU6YYtCELBIK7R6NR6/QyFoY9oTMwMJDZs2eTkZGBp6cnP//5z+nr6+P9998nNTUVU1NTnJycqKrq\nn92Pjo4mKCiIrKwsUlNTgf5MCUdHR1JSUsTGpwLBg0Zvj24vI+Gmpuzs7Iyzs7NO6XB3ikKhYMGC\nBYwYMYJDhw5hb2/Pa6+9RkBAAB9++CEnTpygvb19QOnQNWvWSBugXrlyBRcXF55//nk++OADadsq\ngUDwgKCR6fYyEm5qyuvXr2f9+vUEBAQMqQg3NzcWLVpEcXExBw4cwNXVlV/84hdER0eTkJBAR0fH\ngG2olEolM2bM4Ny5c5w8eRLor38hdqQWCB487rfwxbCnxEH/wo3o6GgyMzM5fPgw48aNIygoiGee\neYb9+/dz7tw5QkJC6OnpQaFQIJfLWbt2LVOnTiUyMnK45QsEguFETPQNDTY2NixdulTaX6+lpQW5\nXM6cOXP4yU9+QmxsLKamplKq3IgRI4QhCwSCflPW5WUkGIwpQ/+O2dOmTSM9PZ1z5/rzIBUKhRQn\n1lasE+ULBQKBlvstfGFQpmxmZsaiRYuQy+WkpaVRU1Mz4LgwY4FAcB0PUvbFcODv709cXBwnTpyQ\ndj4RCASCG6FBptPLWDCIib5rkcvlzJ07FysrK2lnEYFAILghD2LpznuNi4sLy5YtG24ZAoHACNDn\n7khqtZq9e/eSkpJCfX09tra2TJs2jZUrV2JhYXHTa6urq0lNTeXkyZPU1NTQ09ODm5sb06ZNIz4+\n/pbXazFIUxYIBAKd0eNI+bPPPmPfvn2Eh4ezePFiqqqq2LdvH6Wlpbz55ps33bn90KFDJCcnExYW\nRlRUFAqFgjNnzrBlyxYyMzP5r//6L8zMzG54vRZhygKBwKjR6CndraKigqSkJMLDw3nllVekdldX\nVzZt2kRGRgZRUVE3vD4yMpLly5djZWUltc2bN4+RI0eyc+dODh48yIIFC26pw+Am+gQCgeC26FXp\n9roF6enpaDQaFi1aNKA9Li4Oc3NzqdbOjVAqlQMMWcv06dMBKC8v1+njiJGyjox+/5PhlqAzdlPn\nD7eE28KY+tYhNGa4JdwWM5J2DreEIUetp7oWFy9eRCaTERg4cJdJMzMz/Pz8pMqVt0tjYyMA9va6\nbZUmTPkmZGdnk5OTw7PPPjvcUgQCwY24jfDFa6+9Jv37+/twNjU1YWtrO2gBNgcHB4qKiujt7cXE\nRHfbVKvVfP311ygUipuGPq5FmPJNCAsLIywsDIDGDe8Ms5pb4/T0mwC0HN87zEp0wy48HjCuvj04\nackwK9GN2LwEwLj69k65ndV6N9uZXqVS3dBwtRN03d3dt2XKn376KefPn+exxx7Dw0O3/SuFKQsE\nAqNGXxN9ZmZmdHV1DXpMpeqPSZubm+t8vy1btpCUlMScOXNYvny5ztcJUxYIBMZNz60n8XTB0dGR\nyspKenp6rgthNDc3Y2Njo/Moedu2bezcuZOYmBiefvrp29Ihsi8EAoFRo0au0+tWKJVKNBrNdRN6\nKpWKsrIylEqlTnq2bdvGjh07mDVrFj/96U9vu2aPMGWBQGDUaDQanV63Yvr06chkMhITEwe0Hzhw\ngO7u7gETdTU1NdIWddeyY8cOduzYwcyZM3nuueduutjkRojwhUAgMG70tKLPx8eH+fPnk5SUxB//\n+EcmTZokregLCgoaYMrvvPMO9fX1bNu2TWpLSkpi27ZtODs7M2HCBNLS0gbc397enpCQkFvqEKYs\nEAiMGn1N9AE8+eSTuLi4kJKSQm5uLjY2NixYsIBVq1bdctR78eJFABoaGli/fv11x4OCgoQpCwSC\n+x99mrJcLmfJkiUsWXLz1MfBTPf555/n+eefv2sNwpQFAoFRo1F1D7cEvSJMWSAQGDW6ZFYYE/fX\np7kLqqqqaG9vH24ZAoHgdhEbp94/qNVqent7+etf/8p77713w9U8AoHAcNFXSpyh8ECbslwup7W1\nlYyMDGbNmoWzs/NwSxIIBLeJRq3W6WUsPPAx5ezsbACdUlUEAoEBYkShCV14oEy5rKwMAD8/P2l9\n+4kTJ3Bzc9O5gpM+6ehWEb1uPZcamnkqJpz/Wb34nmu4Ee9u+JL/+eSrGx43UShoyNh9DxXdHobc\ntwBqjYad9aXsabxEjaoTexMzZtl78KT7aCwVhv1naWh9qxbZF8ZJcXExb7zxBqNHj+add97B1NSU\n9vZ2CgsLiYmJYcSIEfdc03u7D9LQdvWev68uLImZToDXyOvazxSX8bcvvmZBdPgwqNIdQ+5bgA+q\nzrCroYwoO3dWuAZwqaudXfWlFHe28AdlJPLbrJdwLzG0vtXIFMMtQa/c9zHlzs5OAAIDAwkNDaWk\npITDhw8DUFRUhEqlIjIy8p7rKrhUzUcHjvHq0tn3/L11Yfwof1YtjL3u1dre/8f4xJJ5w6zwxhh6\n35Z1tvFNQxnRdu6s8w9jkZMvP/MM5jnPIPLbGzl0pXq4Jd4QQ+xbjVqj08tYuG9N+eTJk3z66ads\n3bqVwsJCAFasWIFCoSAxMZHOzk7y8vKwtrbGy8sL9T2cCOhTq/nl5m+JDQ5k8aSge/a+d8vVzi52\n7j+Kp6szc6ZNGW45g2IMfXvwShUa4GEX/wHti5x8sJArSGmqHB5ht8BQ+/Z+M+X7LnxRWVnJpk2b\nKCsrw87ODgcHByIiItBoNAQGBhITE0NycjJbtmyhtLSUkSNHYmdnN+AearUamUx22yX3dOWfKRkU\n1zTw6U8fHZL7DxXfHEil9WoHz6xcikJhmI+MxtC3RR0tyIGxVgP3bDOTK1Ba2lLU0TI8wm6Bofat\nus94Mit04b4wZY1Gg0wm4+DBg2zduhU3Nzcef/xxlEolvr6+wP8Z7fLly8nOzubIkSN0dnZiZmbG\nK6+8glKpJCQkho08OgAAIABJREFUhAkTJmBraztkWi81NPO/uw/xyuIYfJwdKG9oHrL30jdf7N6P\nTCZjzdK5wy1lUIylbxt7urA1McNMfv0Xm7OpBWeuNtOjVmN6B2UfhwpD7lt1t36K3BsK94Upy2Qy\nWlpa2LNnD/7+/qxevRovLy+pqpN2s8O+vj4cHByIj49n8+bNuLu7M2vWLLKzs0lLS5Nizf7+/owb\nN45JkyYxduxYaX8uffDKF7vxdXbguTnT9XbPe8GFS5VkFpxh1tSJ+Hm4D7ecQTGWvu1S92EmG9xw\nte3d6j6DMmVD7tv7baLvvjBlgCNHjlBVVcVPf/pTfHx8BhzTbuGifeSOj48nPT2dmpoaRo8ezcMP\nP0x5eTnl5eUUFRVx9uxZEhMTpWLX19ZMvRu2HSvg8LkSEl75MaYmxvWLtHn3dwD8cOn8YVYyOMbU\ntxZyBc29vYMeU/1nE1DzQUbRw4Wh960xxYt14b4xZW2WxbV7aHV2dtLQ0MCVK1c4ffo0Pj4+eHt7\n4+PjwyOPPMIf/vAHdu3aRVBQED4+Pvj4+BAVFUVnZyeXL1+mtLQUGxsbvejr7unld9uTmDN+FK52\nIyipawTgcnMrAK2d3ZTUNeI0wgo7K0u9vKe+6O3tY8veAzja2bI4xvBGSsbWt06mFlzqakOl7rsu\nhNHQ04WdwsxgRsnG0LfGtFpPF+4bU46MjGTnzp1s3LiRFStWUF1dzblz5ygrK6Ourk46z8nJiZde\neomwsDCmTZtGZmYmBw4cYO7cuajVauRyOZaWlgQEBBAQEKA3fV09PTS0XWX/qfPsP3X+uuPbswrY\nnlXAWz+Yxwvzoga5w/CxLy2LuqYr/HTVQ5ibmd76gnuMsfXtGCs7stvqKey4QsgIJ6ldpe7jYmcr\nE6wdh1HdQIyhb8VI2UDx9fVl0aJFJCYm8u6770rtISEhzJkzhxEjRnDu3DlSU1PZunUrr776Kg8/\n/DCnTp0iKSmJqVOnYm9vf5N3uDuszMz417OrrmtvaLvKb77aQ1xwII9HTSHIy23INNwpX/wndPHE\nUsPMTTa2vo2x9+Cr2mJ21pcOMOXExnK61H3EOXgOo7qBGEPfqvuEKRssjz/+OFOmTKGmpobe3l6C\ng4OlHGS5XM7UqVPp6OggJyeHyspKAgICmDFjBsnJyRw/fpx584bOdExNFCydEnxdu3YW28/FcdDj\nw83l+kZSjuUwJXg0wYF+wy1nUIytbwMsbXnI2Y9vGsr4fWk24baulP9nRd9Ea0eDMmVj6Ft1t1hm\nbbAoFAqCg4MJDv6/X5JrF4XY2tpKOcmNjY0EBASwatUqQkJCCAsLu+d6jYGvElPo61Mb7ASfsfIz\nz2DczCxJbCwnq7UOWxNTlrn4sdZ9jEEvsTZENAY0KaoP7itT1qLNW9amwmnbiouLyc/PZ/z48Uyc\nOBEAa2vrYTVkH2cHGj5+e9je/1a8/OQqXn7y+sdXY8CQ+1Yhk7HSVclKV+VwS7kjDKlvRfjCCNCu\nxNMacmtrKyUlJSQmJqLRaJg7dy5mZmaSeQsEAuNFTPQZCXV1dTQ0NHD27FlqamrIycnB3t6el156\nibFjxwIIQxYI7gNESpyRoFaree+997C3t8fOzo41a9YQFxc33LIEAoGe0YjwhXHg7u7OW2+9BfSn\nyxlqAR2BQHB39HWK2hdGgz4XfwgEAsNE1L4QCAQCA0JM9AkEAoEBIWLKAoFAYECoxUhZIBAIDIe+\nDrHMWiAQCAwGjfr+srH769MIBIIHDnWv/sIXarWavXv3kpKSQn19Pba2tkybNo2VK1diYWEx5NeD\nMGWBQGDkaHr0Z8qfffYZ+/btIzw8nMWLF1NVVcW+ffsoLS3lzTfflLaYG6rrQZiyQCAwcvQ1Uq6o\nqCApKYnw8HBeeeUVqd3V1ZVNmzaRkZFBVNSNC/nf7fVaDGPPGYFAILhDNL1qnV63Ij09HY1Gw6JF\niwa0x8XFYW5uTmpq6pBer0WMlHXE6ek3h1uCztiFxw+3hNvCmPo2Ni9huCXcFsbUt3eKvkbKFy9e\nRCaTERgYOKDdzMwMPz8/iouLh/R6LcKUb0J2djY5OTk8++yzwy1FIBDcgIVNBTqd19nZybp166Sf\n58yZw5w5c6Sfm5qasLW1xdT0+n0oHRwcKCoqGlCj/fvc7fVaRPjiJoSFhfHss8/y0UcfDcn9X3vt\nNb3f05i0gnHpNSatYFx6h0rrtVhaWvLee+9Jr2sNGUClUt3QMM3MzADovsnWU3d7vRZhyjowZcqU\n4ZagM8akFYxLrzFpBePSawhazczM6O3tHfSYStVfic7c3HzIrtciTFkHjGn/PmPSCsal15i0gnHp\nNQStjo6OtLa20tPTc92x5uZmbGxsbhp6uNvrtQhTHka+//hkyBiTVjAuvcakFYxPr64olUppL89r\nUalUlJWVoVTefD/Fu71eizDlYcSYfrmNSSsYl15j0grGp1dXpk+fjkwmIzExcUD7gQMH6O7uHpBj\nXFNTQ1VV1R1ffzMUb2m35xAIBIIHGDs7O9ra2jhy5AiXLl2is7OTtLQ0vv76a8aNG8cTTzwh7ev5\n6quvsnPnTlasWHFH198MkRInEAgE/+HJJ5/ExcWFlJQUcnNzsbGxYcGCBaxatUqnJdJ3ez2ATKPR\n3F/FSAUCgcCIETFlgV6prKykrKwMAPF9f/9TVVVFe3v7cMu4rxCmbMCoVCrOnz/P+fPnaWhoGG45\nt6SwsJCXX36ZY8eOAegUPxPcPiqVio6OjkFTr+4FarWa3t5e/vrXv/Lee+/R1dU1LDruV0RM2UBJ\nSEjg4MGD9Pb2UldXx/z581m6dCnOzs7DLe2GWFhYYGpqKi0zVavVOsfRBLqxZ88eTp06RVNTExYW\nFqxdu/ae79oul8u5cuUKGRkZrFixwqB/J40RYcoGxoULF9iwYQP19fVER0fj6+uLl5cXZmZm2Nra\nDre8myKXy9FoNJw8eZJHHnnE4Ay5vb2dESNGDLeMOyI7O5uNGzfS29tLcHAwgYGBBAQEDFvoIDs7\nG4CQkJBhef/7GWHKBkRNTQ2ffvop5ubmvPjii4wZMwYrK6vhljUog42CfXx88PT0RKVS0dbWho2N\nzTCpG4hKpeKTTz6hoqKC3/72t1hbWw+3JJ3QaDRoNBoOHjzI9u3bGTduHPPmzcPb2/ue9q12jsDP\nz4+enh5MTU05ceIEbm5ueHh43DMdDwqGNZR5wNmzZw8lJSU89NBDTJo0STJktfrWtWDvBb29vVK8\neLBRsEqlwtPTk5qaGimebAiTfX19fZiZmVFSUsKJEyeGW47OyGQympqa2LNnDx4eHqxcuZKgoCDJ\nkLW/F0PZx8XFxbz66qts3LgRAFNTU9rb2yksLGTixIlG++RhyAhTNhCam5s5duwYERERUh0A7R+b\nIYQB+vr6eOONN/jLX/7CF198QU1NDTDwC8PMzAxra2s6Ojo4f/48MHyTfUlJSezYsYPOzk4sLS2J\njY3Fz8+PXbt2GcWkqZa9e/dSV1fHmjVrpFHp938vhqKPOzs7AQgMDCQ0NJSSkhIOHz4MQFFRESqV\nisjISL2/r0CY8rDQ0tJCV1cXV69eldqam5tpa2vDx8cH6Dc7Q8heOHnyJP/617/o7u7mxz/+MdHR\n0SQkJPDPf/6TpqYmyRi01bEmTJgw4Od7PVI+deoUv/zlL9m0aRNmZmbS+/v7+zNr1ixqampISUkx\nmKePa7m2wlhfXx+9vb0UFRXh4OCAp6cn0N+fQ/l7cfLkST799FO2bt1KYWEhACtWrEChUJCYmEhn\nZyd5eXlYW1vj5eVlkP1o7IiY8j2kqamJHTt2UFVVRV1dHS4uLvzud7/DxMREmrBpaWkZZpX9NDY2\nsmHDBvLy8pgxYwZdXV2MGTOGwMBAzMzMOHDgAH/4wx9YtmwZERERUvUrbeZFSUkJ4eHh90xvQ0MD\nGzZsID8/n7CwMNauXUtgYCBWVlaSkU2ePJmCggKSk5OJiIjA39//num7GQ0NDWRkZNDT00NkZCSe\nnp4oFAqg35xNTU3p6OjAwsJiyAy5srKSTZs2UVZWhp2dHQ4ODkRERKDRaAgMDCQmJobk5GS2bNlC\naWkpI0eOxM7ObsA9tAMJQxhMGDOi9sU9Ytu2bfz5z3+mp6cHPz8/JkyYQGBgINbW1tjY2KBQKNi7\ndy9Xr14lPDwcKyurQUfL2raamho6OjqGZNLq888/5/3338fCwoInnniCOXPm4OjoCPQ/MgcFBeHi\n4kJ6ejqZmZm4uLjg6ekpZV+kpKRgY2PDlClTdCpVeLds2bKFP/3pT1hYWLBmzRoWLlyIr6+v9AWh\n7cMRI0Ygl8vJzs6mra2NSZMmSeYHQz8K/T69vb189tlnfPbZZ1RUVFBYWEhwcDDOzs7I5XK6uro4\nd+4cpaWlzJ49Gxsbm5tq1Gg0tLS06LyVvfZeBw8e5IMPPsDS0pKlS5eycOFCli5diouLi3SOn58f\nmZmZFBcXU1dXR3t7OxkZGVy8eBGVSoW9vf2Qfmk8SAhTHmK6urrYvHkzqampxMfHs2LFCqKiohg/\nfjxKpVL6Q7O2tuby5cucPXsWZ2dnRo0aNegvuLZtw4YNWFlZ4e3trTetGRkZ/P73v6e6upqHHnqI\nlStXMnbs2OsyQExNTQkICMDLy4uLFy9y+PBhenp6CAwMxNHRkaysLPr6+pgzZ86Qh2E+/vhj9u7d\nS0REBK+88go+Pj7XfVFdvHgRW1tb5HI59vb2tLS0cPToUUaNGjUgTqvV2dTURFlZGdbW1oNu7aMP\nzpw5w5/+9CcuXbpEbGws8+bNY/Xq1Xh7e0shIRMTEyoqKjh16hQmJiZMnDjxpqZcVlbG3r17mTx5\nsk4aZDIZLS0tbNiwAS8vL370ox8REhKCg4MD0P+loVAo6Ovrk544cnJycHd3Z8GCBdTW1nLq1Cky\nMzNJSEggJyeHqqoq5HI5Dg4OdHZ2SjtuCHRHmPIQk5+fz7Zt24iKiuKhhx7CxcUFhUIhxTqvfdyz\ntrbm2LFjNDQ0EBgYiIODA2q1esAf4tWrV9m1axcHDhwgNjYWd3d3veg8fPgw//jHP7C1teWtt95i\nwoQJ2NvbDzCAkpISaYEIgKenJ0FBQdTU1HD06FFqa2vx8vKiuLiYkpISYmNjdR613Q6VlZVcuXIF\nOzs7TExMOHPmDK2trTz00EMDRr65ubmsW7eOvLw8oqKiMDc3x9zcHAsLC86ePculS5cICwvD3Nwc\nmUxGR0cHp06dYvv27ezfvx93d3e8vLz0rr+7u5tPP/2Uzs5OnnrqKaKiovDw8MDU1JTe3l7kcjl9\nfX3I5XIcHR1JS0vj9OnTTJs2TQoZfP/Lrq6ujr///e+oVCoiIiJQKBQ6fRl+9913pKen8/zzzxMQ\nEDDgGu2Xg/a/gYGB5OXl0djYyJIlS3jssceYOnUqY8eOxd7entraWnJyckhNTWXXrl3Y2toyZswY\nfXbdA4Ew5SHmww8/pK+vj1//+tcDRpyDxd4cHR3p7e0lKyuLS5cuMWXKFCwtLZHJZPT19VFbW8uR\nI0c4cuQIMTExzJ49e4AJ3S7t7e2Ulpbi7OyMvb09JSUlVFRUMHPmzAGPrtXV1fztb3/jq6++Iiws\nDCcnJ+kednZ2TJ48mZaWFjIyMqitraWhoQG1Ws3YsWNxdXW9Y33XotFo6Onp4W9/+xv/+te/aGxs\nJCoqCnd3d5qamsjPz0cmkxEUFERFRQXr16/n66+/JiwsjNWrV+Pm5gb097u9vT1dXV2kpaXh7u6O\nj48PFy9eJCkpia1bt1JfX88jjzxCTEyMXrRr0Rppbm4uu3btYvXq1ZKBavm+EdrY2NDX18eZM2co\nLy9HqVRiZ2cn/e709vZSWVnJnj17qKurY9WqVXh6eur8dJKfn8+5c+eYN2+eNELu7OykpqaG8vJy\nDh48SGtrKwD29vbY29tz5MgRmpqaiI6Oxt7eHh8fHyZPnszMmTOJiIhAqVQSExNDbGys3vruQUKY\n8hChVqtpbGxk9+7d+Pr6MmvWLGkUdCPkcjnjx4+ntLSUM2fOkJaWRm1tLZWVlWRmZrJv3z7S09OJ\ni4tj9erVdxWvbW9v56mnnqKoqIiwsDAcHR2leGt1dTUxMTF0d3ezefNmPvjgAxwcHHjyyScZM2bM\nABNRq9WYm5sTEhKCra0tqampNDY20tXVRUxMDC4uLnes8Vq0j9raDTa1cUwfHx9cXFw4c+YMubm5\n1NTUsHHjRkaMGMHTTz/NggULcHV1lb4ENRoNJiYmWFtbU1ZWRl5eHm1tbezcuZP8/Hzi4uL43e9+\nx+jRo/WiG/qfQvz8/CSjzMrK4syZM0RFRQ0IPzU2NtLa2kp2djZXrlwB+uPgfn5+tLS0kJOTw+nT\np6VwQklJifQkVlRUxMMPP8z06dNvS5uNjQ379+/n0qVLODk5kZuby759+0hMTGTfvn0UFhaSlZVF\nbm4uo0aNYsKECVRVVZGbm4uDgwNKpVL6sjE1NcXBwYGAgAApW0Rw+whT1gMFBQUkJSWRn59PQ0OD\n9Cja0dHB7t27cXJyIiIi4qbxtWtDFBMmTCAgIIDLly+Tl5fHhQsXuHr1Kp6enrz88stMmzbtruK0\nWiNtaWmhoKAAGxsbxo0bh4+PD5WVleTl5VFfX8+//vUvLl++zOrVq1m5ciUBAQHXjcy1OkxMTBg1\nahSOjo7U1dXh5OREfHy8XsMXLS0tlJaW4uDgwOXLl2lvb5dG7j09PZw7d47y8nKee+45li9fjr+/\nv/TFpe1frV57e3vUajXp6ekUFRWhVCr5f//v/xEdHa3XvPANGzawbds23Nzc8PX1BUChUHDo0CGu\nXLmCr68vFRUV7Nu3j+TkZLZt20ZWVhbHjh0jJyeHwMBA3NzcUCqVkmlmZ2fz3XffUVBQQGFhIb6+\nvrz22muMHz/+tvXZ29vT2dlJVlYWaWlpFBQUUFVVhVKpJC4ujmnTpmFlZUVhYSH19fVMmzYNb29v\nMjMzqaysJCIiAktLS731l0CkxN0V5eXlbNiwgfLychwdHampqUGtVlNXV8eyZcukXM62tjY6Ojpu\nupOtTCbj6tWrUo2L6dOnExYWRmtrK2ZmZnR3d+tl1HltXukPf/hD0tLSOHz4MKGhoQQEBDBnzhwu\nXLjAkSNHWLRoEfHx8djb2w8YlQ822aRddh0VFcXkyZPveqWX9n7XLud2dXWlra2NyMhIXFxcyMzM\n5NChQyxevJjZs2eTl5fH6dOncXR0lExXmxGi1autcGZmZkZQUBBLlixhwoQJTJw48a70XktlZSVq\ntRofHx8iIiLIzs5mx44dREVFIZfLGT16NLNnz+bQoUO8/vrr0nVubm7ExcVhZmZGc3MzR48e5eOP\nP+a9997DwcGB+Ph4pk+fzvnz51GpVMhkMnx8fO56svfxxx9nypQp1NTUSLU1tDnIcrmcqVOn0tHR\nQU5ODpWVlQQEBDBjxgySk5M5fvw48+bNu9suE1yDGCnfAV1dXWzcuJGPP/4YFxcXVq1aRXx8PDNn\nzqS2tpbz588TGxuLQqHg4sWLnDx5En9/f2lhyLVcaxgpKSmcOXOGoKAgoH9EZWVlhbm5+R2nvnV1\ndfHdd9/R1tbGyJEjpdFib28vpqamWFlZkZqailwuZ/Lkybi6ulJfX09xcTHjx48nPDxcMsXv56Gq\nVCpp5Kxtk8lkdzXj3tXVxbfffsvFixcZM2aMdN++vj4UCgXFxcVcunSJl156SVrtNmHCBJycnDA3\nNycnJ4eKigri4uIGaIL+fOCsrCxOnz7N2LFjsbW1JSQkRC+TpTeKebu5udHc3ExeXh4AwcHBAISG\nhuLh4YG3tzfjxo0jPj6ep556iokTJxISEkJ4eDglJSUUFhYSEBCAh4cHarUaS0tLPD098fHxwcfH\n57pc4TtBLpfj6upKQEAAgYGB2NraSl/eMpkMc3NzTp8+TWlpKZMmTcLT05PRo0czevRooqOj7/r9\nBQMRpnyb1NbW8tJLL3HhwgXWrFnDqlWr8Pf3x97eHkdHRy5cuMCpU6dYsGABNjY2qNVqsrOzqays\nJCwsbMDEnVwulwzj5MmTbNy4EU9PT72N2rRas7OzOXbsGCqVCjs7O+kPWSaToVQqOXbsGEVFRXh7\ne+Ph4YGrqytnzpwhPz+fWbNmYWVlJZki9MejT548SXp6Op6ennp7fNXqLSgo4NSpU8hkMjw9PQfk\nv166dInTp0+zaNEiFAoFmZmZKBQKQkND8fLyorq6mvz8fJycnPD390ej0XD16lVOnjzJl19+SVJS\nEkqlUjJHfaXr6RLzzsvLk/pTJpPh6+tLcHAw48ePlybntEWItE9OeXl5hIeH4+3tPUDrUORUa++p\nTYXT6ikuLmbXrl0olUoeeeQRFAoFZmZmohjRECFM+TaRy+WUlZXR0tJCTEwMSqVSGkm2t7eTnJxM\nSEgIo0aNYsSIEXh5eUnZAe3t7dJKKO01XV1dnD17loSEBGxtbXn88cf1VhlOLpdTVVVFZWUlTk5O\nFBQUcOLECVxdXbG3t5dGtB4eHhw8eJDu7m4mTZqEo6MjPT095OXl0dzcTGRkJHK5nO7ubkpKSvjm\nm2/46quvMDMzIzIy8qZhmdvVW1lZSVVVFWPHjiUzM5Pa2lppkY1MJqOuro6srCzi4uIIDQ3lyJEj\nlJaWolQqpc+Vn5/P6dOnmT17NtXV1ezYsYMtW7ZgZ2fHb37zG2bOnDkkK89uFvPu7e0lNzeXK1eu\nEBERAfQbufbpo6+vT+oD7efcvn07AA8//PB1T0pDkfutvaf2d7O1tZXCwkK++eYbWlpaeOSRR/D1\n9b3ni2weNIQp3yampqY4Oztz9OhRVCoVY8eOxdLSksLCQv7+979z/vx5Ll++TEJCAmfPnsXV1ZUZ\nM2ZQX18v5Ztq81BPnz7NsWPH2Lp1KxqNhh/+8IeDhjjuRquDgwNZWVkEBQURHh5Oe3s7CQkJlJWV\nMWrUKKytrXF3d6ekpIScnBxcXFxQKpXSwpCcnByCgoKwsLAgMTGRzz77jNraWp555hnWrFmjN0PW\n6nV0dCQzM5OgoCDGjBnDhQsXSE1NRalU4ujoiLm5OcnJyQQEBODj4yNlfGjzc52dnWlrayM/P58z\nZ86wf/9+Ll++zDPPPMPatWultK+7RWum1+YLW1lZkZCQwJQpU7CzsyM3NxdbW1tGjx49oD/Hjx+P\ni4vLgHi51oxVKhWXLl0iMTGRoqIili5dSmho6D0zwbq6Oi5dusSRI0dIT09n165dqNVqXnjhBUJD\nQwGxo8xQI0z5DnBwcKC9vZ3U1FTs7OxISkri888/x9vbm8cff5zo6GiUSiX79++noKCABQsWMHPm\nTK5evcqlS5fIyMjg0KFDFBUVUVVVxZw5c/jVr341JDs4ODg40NLSQmZmJtOmTePRRx+lp6eH48eP\nc+jQITo6OggJCSEkJISEhASuXLnC+PHjcXBwwNzcnJMnT5Kfn09mZibHjx8nPj6e119/Xa9fHt/X\n29raSmpqKlFRUSxcuJCMjAwyMzOxsbHBzc2NEydO4OjoSHBwML6+vpw9e5aCggJcXV3x9fWVzqmt\nrWXBggV61XunMW/tF0pubi5lZWVSzFuj0dDV1cXly5el1XE7d+7kwoULPPbYYyxcuPCemmBbWxu/\n//3vqa2tpbe3l6VLl/Lcc8+J3UXuIcKU7wC5XI6bmxt5eXmkp6fT09PD008/zZIlSwgICMDd3Z1R\no0bR3NzMuXPn6OrqYtKkSYSEhDB79mxGjRpFTEwMU6dOZfXq1dIIZKi0uru7k5WVRVVVFZMnT2bG\njBmEhoZSWVlJamoqx44dY/z48VhYWHD8+HEsLCyYMGECXl5enD9/nosXLxIUFMSbb74plRUdar3H\njh2jpqaGuLg4IiMjqaqqIiEhAScnJ/Lz86X6IQDe3t4cOHCAtrY2QkNDcXJywtvbmx/+8Ic6LznW\nhaGKedfX1/PKK69QWFhIQ0MDISEhvP7664wdO1Zv2nVlxIgRTJw4kcjISJYtW4ZSqbznGh50hCnf\nIVZWVigUCvLy8pg9ezaxsbFS3E+7SMTb25vk5GSsrKyklVvm5uZ4enri7u7OyJEjh6y2wrVYW1sj\nl8s5dOgQtra2+Pv74+LiQmRkJK6urpw8eZLk5GTs7e2prq6mo6ODkSNH4urqipeXF/PmzWP+/PlD\nsmT6RnplMhmHDh3CysqKKVOmEBkZSUNDA0ePHqW1tRVzc3NmzpwJ9K+EvHz5Mrm5ufj6+kqjZX3X\nXdB3zHv+/PmYmJhga2uLUqkkLCyMpUuXMmPGjHvye3EjHBwccHBwMIg63g8iwpTvEJlMhouLC0VF\nRVy8eJHRo0fj7OyMWq2WshQaGxv57rvvCAwMZMaMGcMWi5PJZLi7u1NYWEhhYSGBgYG4uLhgYmKC\nv78/06ZNo7m5mfPnz3P16lVaWlqwtrYmNDQUe3t7vaRd3Y1ef39/3NzcmDx5MmZmZlhYWBAWFoaX\nl5c0YRccHIxSqWTGjBlDpkvfMe/u7m7pKWnkyJF4eHgY7PZfgnuHMOW7wNzcHBsbGw4cOIBcLmfU\nqFFYWFhIS6wTEhK4fPkya9as0VsNCH1o1a6+Mzc3R61WY2VlRWhoKKNHj6akpITZs2fzxBNPGIxe\nU1NTlEollpaW+Pv7ExISIi331sZlzc3Nh6R40PfRR8xbG54pLCxk3rx5opKaYADClO8SFxcXamtr\nOXHiBP7+/jg5OVFUVCQtl50/fz4zZ868q8JBQ6HVz89PGmlqNBoUCgUuLi7ExsbqdXXb3aDVe/z4\ncWlXb7lcLpnY95dO3wv0FfP28/Pj8ccfN5jNZQWGgzDlu0ShUODs7ExaWpq0Em7Lli309PTw85//\nnLlz5xqEIcNArR0dHQQEBDBixIgBxmZIccRr9XZ2dkp6tQxXOEgfMW9XV1e9phMK7h+EKesBbSnI\n1NRUams96bRyAAALMElEQVRrWbVqFS+++KJULtKQsLe3p6Ojg4MHD+Lr62swWyLdCEPUa6gxb8H9\ngUxjCHvA3wfU1dVx4sQJ5s6da/Axwvr6etLT01m8ePE92a7pbjFUvSdOnODPf/4zcXFxrFixAjs7\nO/r6+ujs7Bwwohcr4AS3gzBlgeAOUalUfPjhh+Tl5fHss88SGRk54LgwY8GdYDgBRIHAyDAzM2PR\nokXI5XLS0tKoqakZcFwYsuBOEKYsENwF/v7+xMXFceLECc6ePTvccgT3AYYToBMIjBC5XM7cuXOx\nsrKSsi0EgrtBxJQFAoHAgBDhC4FAIDAghCkLBAKBASFMWSAQCAwIYcoCgUBgQAhTFggEAgNCmLJA\nIBAYECJPWaA31q9fz5EjRwD4wQ9+wMqVKwHYtm0bO3bsAGDWrFk8//zzw6ZRF86cOcO6deuA/vKh\n69evv+U1zz//PPX19QD8/ve/Jzg4+I7e+6233pIWofzsZz8jJibmju5zM270/0lgGAhTNhIOHz7M\nBx98cF27QqHA1taWUaNGsXDhwjs2A0OnrKyM48ePA+Dq6jokZiUQGALClI2cvr4+mpubOX78OMeP\nH2ft2rUsXLhwuGUNIDY2lpCQEIA73lqqrKxMGm0HBQUJUxbctwhTNlLefvttABoaGti+fTuXL18G\n4IsvvmD69Om3NL+urq57thGqs7Oz2KJeINARYcpGyrXbz9vb20sm3dPTQ1FREeHh4QNCHkFBQaxZ\ns4Z///vfFBcXI5fL2bRpEwDd3d0kJSVx7Ngxqqur6enpwdnZmSlTprB8+XJsbW0HvHdraytffvkl\n2dnZqFQqlEolq1evvqHWm8WU1Wo1R48eJTU1lbKyMjo6OhgxYgTe3t4sWrSIKVOmXBfzPHv27IC2\nbdu2Sf8uKCggOTmZCxcu0N7ejpWVFaNHj2bp0qWMGzfuOm3Jycns27ePuro6nJ2dmTt3rl4L6ael\npZGRkUFFRQVtbW10d3djaWmJt7c3s2bNYvbs2TetJnfkyBH27NlDdXU1NjY2REVFsXLlyutqdldW\nVrJnzx5Onz5Nc3MzJiYm+Pj4EBcXx6xZs0TFOiNCmPJ9gLW19YCfe3t7rzunpqaGt956C5VKBSDt\nmtza2sq6deuoqKi47vzExEQyMzN5++23pY1fu7q6eOutt6isrJTOPXv2LOvWrbvtnVZ6enr43//9\nXwoKCga0t7S00NLSgo+PD1OmTNH5fl9++SXffvvtgLa2tjZycnLIzc3lqaeeYt68edKxa78stJ95\n8+bNejXl7OxssrOzB7S1t7dz7tw5zp07R3l5OU8++eSg1+7bt4/S0lLp56amJnbv3k15eTmvv/66\nZLTHjx/nr3/9Kz09PdK52i/noqIiTp48yc9//nNhzEaCMGUjp7Gxka1btw5o8/Pzu+68pqYmHB0d\nWbFiBS4uLpKpbty4UTJkPz8/HnroIaytrTlw4ABZWVk0NTWxfv16KRshISFButbExISVK1fi4+PD\noUOHyMrKui3t27dvlwxZJpMRFxfH5MmT6evr49y5c1J45e233yYvL49du3ZJOn/84x8PuFdeXp5k\nyGZmZqxcuRI/Pz/Ky8v597//TU9PD5s2bWL8+PF4eHhQV1fHzp07peunTp1KXFwclZWV1/Xn3RAW\nFkZwcDAODg5YWlqi0Wioq6vjyy+/pK2tjaSkJJYtW4a9vf1115aVlbF06VKCg4M5deoUe/bsASA/\nP5+0tDSio6NpbW3lH//4h2TIc+fOZerUqbS2trJ161bq6+tJS0tj/PjxxMbG6u1zCYYOYcpGyo3S\nmGbNmoWHh8d17TKZjNdffx1fX18AQkJCuHr16gAjXbp0KU5OTgAsWLCA7OxsySCrq6vx8PDg2LFj\n0vnz589n2bJl0v1eeOEFmpqadNKv0Wg4ePCg9HN8fDw/+tGPpJ8jIiKkf48dO3ZAAXkrK6sB4Rtg\nwL0iIyMZPXo0AIGBgYwfP568vDz6+vo4fPgwq1evJisrC7VaDfRPPv7yl7/ExMSEyZMn09rayu7d\nu3X6HLdi4sSJ7N69m+TkZGpra1GpVFxbmFGtVlNcXExYWNh110ZERLBmzRoAJk2aRHV1Nbm5uQBk\nZmYSHR1NRkYGXV1dQP+u2dHR0QBYWFgQHR0tffEcOHBAmLKRIEz5PsHW1pb58+ezfPnyQY+7u7tL\nhqzl8uXLkjEB/O1vf7vh/cvLy/Hw8Bhgjlrjg/5Rc2BgoJS2diva2tpobW2Vfr7WhO+Ea8MpR48e\n5ejRo4OeV15eDjDgcwQEBAzY+2/s2LF6MWWVSsWbb75JdXX1Tc+7evXqoO3f/+IZO3asZMraid1r\nP3dFRQW/+93vBr3X98NTAsNFmLKRop3Y0+Ypu7q63jRmONjj8e2gHY0ZO93d3ffsvY4fPy4Zsrm5\nOatXr8bHxweFQsEnn3wifUHci5Lm98v/vwcBYcpGyvdHUbdiMMMeOXIkcrlcGi2///77g4Y+rk2f\nc3d3l0ZdFy5cYNq0aUB/vvTFixd11mNjY4Otra00Wj5+/Ph1n+najUev1T+YiXl6elJVVQXAsmXL\nBs0GUavV0iTotZOSpaWl9Pb2SqPloqIinT/HzWhoaJD+HRoaKuWPd3R00NjYeMvri4qKiI+PH/Cz\nFnd3d6D/c2sZM2YM77zzzqD3EqZsPAhTfoCxtrYmPDxcihO/++67LF26FHd3d65evUpDQwNnz56l\nurqa999/H+gPM2hNOTk5GXt7e7y8vDh8+LBORqNFJpMRGxvLN998A0BiYuL/3969uzTShXEc/xLQ\nhFGiA0pgiiCCipGkMBpBUkj+gIjgJYVYWaazFMVCEISAhYVgJXjBTg1e04gpTECwcBCCWERJMHhB\nBC+jaN5CnFV2l933BgP7fKqBHBhyBn4zPOc5MxiGYS70ZTIZSkpKiEQiwHuIf8hms6TTaSoqKlAU\nBbfbTSgUMksn8XicYrFIY2MjNpuNq6srstksBwcHRKNRmpqaaGtrY2FhgWKxyO3tLVNTU4RCIfL5\nPBsbG/9+csHsWAHQdZ29vT0URSEej/+0ZPFZKpVicXERj8eDrutm6QIwb4bt7e0sLS3x9PREJpMh\nFosRDAZRFIWbmxvy+TyHh4e0trbS09Pzn/wv8f+SUP7DDQ4OksvlOD8/p1AoMDs7+92Y6upq8zgc\nDrO/v08ul+Pl5YX5+Xng/Vt1LpeLQqHw2+fu7u7m9PSUo6MjisUiiUSCRCJh/v75KbG+vh673Y5h\nGDw8PBCLxQDwer2MjIzQ3NxMOBxmbW2N19dXVldXv2uP+8zlctHV1WUuhH3siATQNO2XdeDf4ff7\nzTm5v79nenoaeC8lfX6y/xlN01hZWTFvXB98Ph/BYBB4X6SMRqNmS1w6nf5hF8yPFhKFNUko/+Gc\nTicTExNsb2+TSqXI5XIYhoHT6aSqqgqv10sgEDDHOxwOxsbGvmweqampobe3l2Qy+bdCubS0lOHh\nYXZ3d0kmk2SzWR4fHykrK8PtduP1es2x5eXlDA0Nsby8zNnZ2Zee3A/9/f34fD52dnY4OTnh7u4O\nh8OBqqrU1tbS0tJCXV2dOT4SiVBZWcnm5iaXl5eoqkpHRwcNDQ2Mj4//wxn9xm63Mzo6ytzcHMfH\nx7y9veHxeBgYGGBmZuaXodzZ2cnz8zNbW1tcXFyYm0f6+vqw2b694DEQCDA5Ocn6+jq6rnN9fY3N\nZkNVVTRNw+/3f7mGwtrkw6lCCGEh8j5lIYSwEAllIYSwEAllIYSwEAllIYSwEAllIYSwEAllIYSw\nEAllIYSwEAllIYSwEAllIYSwEAllIYSwkL8AijoX6TVKuH4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f33c4372668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear classifier for derm images.\n",
    "reg = LogisticRegression(C=0.01, class_weight='balanced').fit(train_derm_f, train_labels[abbrev])\n",
    "\n",
    "# Make predictions.\n",
    "test_preds = reg.predict(test_derm_f)\n",
    "\n",
    "# Display a confusion matrix.\n",
    "plot_confusion(y_true=test_labels[abbrev], y_pred=test_preds, labels=label_names, figsize=(6,4))\n",
    "plt.title(abbrev + ' - dermoscopic images');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pKSmMHj2arl27qhLy3cNXBEHQHxKpVKNDXzxWNeXCwkIOHTpEUFCQak0LpVKJRCJplHGM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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f33c4372630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear classifier on clinic images. \n",
    "reg = LogisticRegression(C=0.01, class_weight='balanced').fit(train_clinic_f, train_labels[abbrev])\n",
    "test_preds = reg.predict(test_clinic_f)\n",
    "# Performance is worse for clinical images as they are less standardized than derm images.\n",
    "plot_confusion(y_true=test_labels[abbrev], y_pred=test_preds, labels=label_names, figsize=(6,4))\n",
    "plt.title(abbrev + ' - clinical images');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/zs/vv16JEdUs8vOp2PCeXRjes0uF9Zo0sOd2RN3o866sv2CjoqIQQhAUFKRV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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f33bb3dc240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example with category \"Dots and Globules\" using derm images.\n",
    "abbrev = 'DaG'\n",
    "reg = LogisticRegression(C=0.01, class_weight='balanced').fit(train_derm_f, train_labels[abbrev])\n",
    "test_preds = reg.predict(test_derm_f)\n",
    "label_names = derm_data_group.get_label_by_abbrev(abbrev).abbrevs.values\n",
    "plot_confusion(y_true=test_labels[abbrev], y_pred=test_preds, labels=label_names, figsize=(6,4))\n",
    "plt.title(abbrev + ' - dermoscopic images');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
